Factor Analysis for within-celltype differences on on pan-fetal immune
Env setup
```r
install.packages(c(\patchwork\))
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Installing patchwork [1.1.1] … OK [copied local binary]
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```r
renv::activate()* Project '/nfs/team205/ed6/bin/Pan_fetal_immune/src/5_organ_signatures/MOFA_factor_analysis' loaded. [renv 0.12.5]suppressPackageStartupMessages({
library(tidyverse)
library(MOFA2)
library(Matrix)
library(SingleCellExperiment)
library(scran)
library(glue)
library(scater)
library(patchwork)
library(batchelor)
library(rhdf5)
# library(ggraph)
}
)[0;1;31mSystem has not been booted with systemd as init system (PID 1). Can't operate.[0m
[0;1;31mFailed to create bus connection: Host is down[0m
running command 'timedatectl' had status 1package ‘ggplot2’ was built under R version 4.0.5package ‘tibble’ was built under R version 4.0.5package ‘tidyr’ was built under R version 4.0.5package ‘readr’ was built under R version 4.0.5package ‘dplyr’ was built under R version 4.0.5package ‘matrixStats’ was built under R version 4.0.5Define plotting utils
remove_x_axis <- function(){
theme(axis.text.x = element_blank(), axis.ticks.x = element_blank(), axis.title.x = element_blank())
}
remove_y_axis <- function(){
theme(axis.text.y = element_blank(), axis.ticks.y = element_blank(), axis.title.y = element_blank())
}
org_colors <- read_csv("~/Pan_fetal_immune/metadata/organ_colors.csv")New names:
* `` -> ...1
[1m[1mRows: [1m[22m[34m[34m9[34m[39m [1m[1mColumns: [1m[22m[34m[34m3[34m[39m
[36m──[39m [1m[1mColumn specification[1m[22m [36m──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────[39m
[1mDelimiter:[22m ","
[31mchr[39m (2): organ, color
[32mdbl[39m (1): ...1
[36mℹ[39m Use [38;5;235m[48;5;253m[38;5;235m[48;5;253m`spec()`[48;5;253m[38;5;235m[49m[39m to retrieve the full column specification for this data.
[36mℹ[39m Specify the column types or set [38;5;235m[48;5;253m[38;5;235m[48;5;253m`show_col_types = FALSE`[48;5;253m[38;5;235m[49m[39m to quiet this message.org_colors <- setNames(org_colors$color, org_colors$organ)figdir <- "~/mount/gdrive/Pan_fetal/Updates_and_presentations/figures/MOFA_analysis/"
if (!dir.exists(figdir)){ dir.create(figdir) }Load pseudobulked data
split = "LYMPHOID"
indir <- glue("/nfs/team205/ed6/data/Fetal_immune/LMM_data/LMM_input_{split}_PBULK/")
matrix <- readMM(file = paste0(indir, "matrix.mtx.gz"))
coldata <- read.csv(file = paste0(indir, "metadata.csv.gz")) %>%
column_to_rownames("X")
rowdata <- read.csv(file = paste0(indir, "gene.csv.gz"))
## Make SingleCellExperiment obj
sce <- SingleCellExperiment(list(logcounts = t(matrix)), colData = coldata)
rownames(sce) <- make.unique(rowdata$GeneName) ## Plot number of cells per organ/celltype pair
n_cells_heatmap <- data.frame(colData(sce)) %>%
group_by(anno_lvl_2_final_clean, organ) %>%
summarise(n_cells=sum(n_cells)) %>%
ggplot(aes(anno_lvl_2_final_clean, organ)) +
geom_tile(aes(fill=log10(n_cells))) +
geom_text(aes(label=n_cells), color="white") +
scale_fill_viridis_c() +
theme_classic(base_size = 16) +
xlab("celltype") +
theme(axis.text.x = element_blank(), axis.ticks.x = element_blank(), axis.title.x = element_blank())`summarise()` has grouped output by 'anno_lvl_2_final_clean'. You can override using the `.groups` argument.n_samples_heatmap <- data.frame(colData(sce)) %>%
group_by(anno_lvl_2_final_clean, organ) %>%
summarise(n_samples=n()) %>%
ggplot(aes(anno_lvl_2_final_clean, organ)) +
geom_tile(aes(fill=n_samples)) +
geom_text(aes(label=n_samples), color="white") +
scale_fill_viridis_c(option="cividis") +
theme_classic(base_size = 16) +
xlab("celltype") +
theme(axis.text.x = element_text(angle=90, hjust=1, vjust=0.5))`summarise()` has grouped output by 'anno_lvl_2_final_clean'. You can override using the `.groups` argument.n_cells_heatmap / n_samples_heatmap
Preprocessing
Filtering samples
## Filter out samples with less than 20 cells
sce <- sce[,sce$n_cells > 20]
# Exclude celltypes present in just one organ
keep_ct <- data.frame(colData(sce)) %>%
dplyr::select(organ, anno_lvl_2_final_clean) %>%
distinct() %>%
group_by(anno_lvl_2_final_clean) %>%
summarise(n=n()) %>%
ungroup() %>%
filter(n > 1) %>%
pull(anno_lvl_2_final_clean)
sce <- sce[,sce$anno_lvl_2_final_clean %in% keep_ct]
# Filter out celltypes with less than 10 samples
keep_ct <- data.frame(colData(sce)) %>%
group_by(anno_lvl_2_final_clean) %>%
summarise(n_samples=n()) %>%
filter(n_samples >= 10) %>%
pull(anno_lvl_2_final_clean)
sce <- sce[,sce$anno_lvl_2_final_clean %in% keep_ct]
## Exclude low quality clusters
anno_groups <- jsonlite::fromJSON(txt = "~/Pan_fetal_immune/metadata/anno_groups.json")
sce <- sce[,!sce$anno_lvl_2_final_clean %in% anno_groups$OTHER]
## Exclude donor F19 (low Q)
sce <- sce[,!sce$donor %in% c('F19')]## Plot number of cells per organ/celltype pair
n_cells_heatmap <- data.frame(colData(sce)) %>%
group_by(anno_lvl_2_final_clean, organ) %>%
summarise(n_cells=sum(n_cells)) %>%
ggplot(aes(anno_lvl_2_final_clean, organ)) +
geom_tile(aes(fill=log10(n_cells))) +
geom_text(aes(label=n_cells), color="white") +
scale_fill_viridis_c() +
theme_classic(base_size = 16) +
xlab("celltype") +
theme(axis.text.x = element_blank(), axis.ticks.x = element_blank(), axis.title.x = element_blank())`summarise()` has grouped output by 'anno_lvl_2_final_clean'. You can override using the `.groups` argument.n_samples_heatmap <- data.frame(colData(sce)) %>%
group_by(anno_lvl_2_final_clean, organ) %>%
summarise(n_samples=n()) %>%
ggplot(aes(anno_lvl_2_final_clean, organ)) +
geom_tile(aes(fill=n_samples)) +
geom_text(aes(label=n_samples), color="white") +
scale_fill_viridis_c(option="cividis") +
theme_classic(base_size = 16) +
xlab("celltype") +
theme(axis.text.x = element_text(angle=90, hjust=1, vjust=0.5))`summarise()` has grouped output by 'anno_lvl_2_final_clean'. You can override using the `.groups` argument.n_cells_heatmap / n_samples_heatmap
organ_order <- c("YS", "LI", "BM", "TH", "SP", "SK","KI","GU", "MLN")
pl <- data.frame(colData(sce)) %>%
dplyr::group_by(anno_lvl_2_final_clean, organ) %>%
dplyr::summarise(n_cells=sum(n_cells), n_samples=dplyr::n()) %>%
dplyr::group_by(anno_lvl_2_final_clean) %>%
dplyr::mutate(n_organs=dplyr::n(), org_frac=n_cells/sum(n_cells)) %>%
## is the ct overrepresented in one organ?
dplyr::mutate(delta_max_org_frac = max(org_frac)-org_frac) %>%
dplyr::mutate(mean_delta_max_org_frac = mean(delta_max_org_frac)) %>%
dplyr::ungroup() %>%
dplyr::arrange(n_organs, -mean_delta_max_org_frac) %>%
dplyr::mutate(anno_lvl_2_final_clean=factor(anno_lvl_2_final_clean, levels=rev(unique(anno_lvl_2_final_clean)))) %>%
dplyr::mutate(organ=factor(organ, levels=rev(organ_order))) %>%
ggplot(aes(anno_lvl_2_final_clean, organ)) +
geom_point(aes(color=log10(n_cells), size=n_samples)) +
geom_text(aes(label=n_cells), color="white") +
scale_size(range=c(7,18), breaks = c(0,1,10,30), name="# samples") +
scale_fill_viridis_c() +
scale_color_viridis_c(name="log10(# cells)") +
theme_classic(base_size = 20) +
xlab("celltype") +
theme(axis.text.x = element_text(angle=90, hjust=1, vjust=0.5)) `summarise()` has grouped output by 'anno_lvl_2_final_clean'. You can override using the `.groups` argument.## Save order of CTs from widespread to restricted
anno_order <- levels(pl$data$anno_lvl_2_final_clean)
ggsave(paste0(figdir, "ct_organ_distribution.pdf"), pl, width = 15, height = 10)Technical effect correction
```r
## Feature selection w scran WITHIN CELLTYPE
anno_groups <- split(colnames(sce), sce$anno_lvl_2_final_clean)
all_hvgs <- c()
for (i in anno_groups){
dec <- modelGeneVar(sce[,i])
hvgs <- getTopHVGs(dec, n = 1000)
all_hvgs <- union(all_hvgs, hvgs)
}
sce <- sce[which(rowSums(logcounts(sce)) > 0),]
sce
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class: SingleCellExperiment dim: 28260 993 metadata(0): assays(1): logcounts rownames(28260): TSPAN6 TNMD … AP000646.1 AP006216.3 rowData names(0): colnames(993): F45_SK_CD45P_FCAImmP7579224-F45-SK-CD4+T-12-5GEX F45_SK_CD45P_FCAImmP7579224-F45-SK-CD8+T-12-5GEX … F50_SP_CD45P_FCAImmP7803020-F50-SP-IMMATURE_B-15-5GEX F30_TH_CD45N_FCAImmP7277565-F30-TH-ABT(ENTRY)-14-3GEX colData names(7): Sample donor … method n_cells reducedDimNames(0): altExpNames(0):
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EDA with PCA
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```r
```r
sce <- runPCA(sce, scale=TRUE, ncomponents=30,
exprs_values = \logcounts\, subset_row=all_hvgs)
# ## Variance explained
# percent.var <- attr(reducedDim(sce), \percentVar\)
# plot(percent.var, log=\y\, xlab=\PC\, ylab=\Variance explained (%)\)
plotPCA(sce, colour_by=\donor\, ncomponents=6)
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```r
```r
plotPCA(sce, colour_by=\method\, ncomponents=6)
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```r
```r
plotPCA(sce, colour_by=\organ\, ncomponents=10)
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Minimize obvious technical effects (3GEX/5GEX, donor) using linear regression (following procedure from [OSCA](https://bioconductor.org/books/release/OSCA/integrating-datasets.html#linear-regression))
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```r
```r
## Regress technical effects
design <- model.matrix(~donor+method,data=colData(sce))
residuals <- regressBatches(sce, assay.type = \logcounts\, design = design)
assay(sce, \corrected_logcounts\) <- as.matrix(assay(residuals[,colnames(sce)], \corrected\))
## Regress organ (soup effect)
design <- model.matrix(~organ,data=colData(sce)) ## Include organ term to capture soup
residuals <- regressBatches(sce, assay.type = \corrected_logcounts\, design = design)
assay(sce, \corrected_logcounts\) <- as.matrix(assay(residuals[,colnames(sce)], \corrected\))
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Check regression has an effect repeating PCA
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```r
```r
sce <- runPCA(sce, scale=TRUE, ncomponents=30, exprs_values = \corrected_logcounts\)
plotPCA(sce, colour_by=\method\, ncomponents=6)
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```r
```r
plotPCA(sce, colour_by=\donor\, ncomponents=6)
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```r
```r
plotPCA(sce, colour_by=\organ\, ncomponents=8)
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### Feature selection
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```r
```r
## Feature selection w scran WITHIN CELLTYPE
anno_groups <- split(colnames(sce), sce$anno_lvl_2_final_clean)
all_hvgs <- c()
for (i in anno_groups){
dec <- modelGeneVar(sce[,i], assay.type = \corrected_logcounts\)
hvgs <- getTopHVGs(dec, n = 1000)
all_hvgs <- union(all_hvgs, hvgs)
}
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<!-- ```{r} -->
<!-- data.frame(colData(sce)) %>% -->
<!-- group_by(anno_lvl_2_final_clean, organ) %>% -->
<!-- summarise(n_samples=n(), n_cells=sum(n_cells)) %>% -->
<!-- ggplot(aes(n_samples, log10(n_cells))) + -->
<!-- geom_point(size=0.8, alpha=0.6) -->
<!-- ``` -->
<!-- ```{r, fig.width=10, fig.height=10} -->
<!-- p <- data.frame(reducedDim(sce)[,1:2]) %>% -->
<!-- mutate(organ=sce$organ, celltype=sce$anno_lvl_2_final_clean) %>% -->
<!-- mutate(color=ifelse(celltype=="MATURE B CELL", "ELP", NA)) %>% -->
<!-- ggplot(aes(PC1, PC2)) + -->
<!-- geom_point(color="grey") + -->
<!-- geom_point(data=. %>% filter(!is.na(color)), aes(color=organ), size=2) + -->
<!-- geom_rug(data=. %>% filter(!is.na(color)), aes(color=organ), alpha=0.5) -->
<!-- p -->
<!-- ``` -->
<!-- ```{r} -->
<!-- library(RColorBrewer) -->
<!-- org_colors <- setNames(brewer.pal(9, "Set1"), unique(sce$organ)) -->
<!-- ``` -->
<!-- ```{r} -->
<!-- sce_matureB <- sce[,sce$anno_lvl_2_final_clean=="MATURE B CELL"] -->
<!-- assay(sce_matureB, "scaled_logcounts") <- t(scale(t(logcounts(sce_matureB)))) -->
<!-- sce_matureB <- runPCA(sce_matureB, scale=FALSE, ncomponents=30, exprs_values = "scaled_logcounts") -->
<!-- data.frame(reducedDim(sce_matureB)[,2:3]) %>% -->
<!-- mutate(organ=sce_matureB$organ, celltype=sce_matureB$anno_lvl_2_final_clean) %>% -->
<!-- mutate(color=ifelse(organ %in% c("TH","BM"), "ELP", NA)) %>% -->
<!-- ggplot(aes(PC2, PC3)) + -->
<!-- geom_point(color="grey") + -->
<!-- geom_point(data=. %>% filter(!is.na(color)), aes(color=organ), size=2) + -->
<!-- geom_rug(data=. %>% filter(!is.na(color)), aes(color=organ), alpha=0.5) + -->
<!-- scale_color_manual(values=org_colors) + -->
<!-- theme_bw(base_size=16) + -->
<!-- ggtitle("MATURE B CELL") -->
<!-- ``` -->
<!-- ```{r} -->
<!-- sce_matureB <- sce[,sce$anno_lvl_2_final_clean=="NK"] -->
<!-- assay(sce_matureB, "scaled_logcounts") <- t(scale(t(logcounts(sce_matureB)))) -->
<!-- sce_matureB <- runPCA(sce_matureB, scale=FALSE, ncomponents=30, exprs_values = "scaled_logcounts") -->
<!-- ## Variance explained -->
<!-- data.frame(reducedDim(sce_matureB)[,1:4]) %>% -->
<!-- mutate(organ=sce_matureB$organ, -->
<!-- celltype=sce_matureB$anno_lvl_2_final_clean) %>% -->
<!-- mutate(color=ifelse(organ %in% c("GU", "SP"), "ELP", NA)) %>% -->
<!-- ggplot(aes(PC1, PC3)) + -->
<!-- geom_point(color="grey") + -->
<!-- geom_point(data=. %>% filter(!is.na(color)), aes(color=organ), size=2) + -->
<!-- geom_rug(data=. %>% filter(!is.na(color)), aes(color=organ), alpha=0.5) + -->
<!-- scale_color_manual(values=org_colors) + -->
<!-- theme_bw(base_size=16) + -->
<!-- ggtitle("NK CELL") -->
<!-- ``` -->
<!-- ```{r} -->
<!-- data.frame(reducedDim(sce_matureB)[,2:3]) %>% -->
<!-- mutate(organ=sce_matureB$organ, celltype=sce_matureB$anno_lvl_2_final_clean) %>% -->
<!-- mutate(color=ifelse(celltype=="MATURE B CELL", "ELP", NA)) %>% -->
<!-- ggplot(aes(PC2, PC3)) + -->
<!-- geom_point(color="grey") + -->
<!-- geom_point(data=. %>% filter(!is.na(color)), aes(color=organ), size=2) + -->
<!-- geom_rug(data=. %>% filter(!is.na(color)), aes(color=organ), alpha=0.5) + -->
<!-- scale_color_brewer(palette="Spectral") -->
<!-- ``` -->
# FA Model - Normal MOFA / only celltypes as groups
Make MOFA object (Use celltypes as grouping covariate)
<!-- rnb-text-end -->
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```r
```r
mofa <- create_mofa_from_SingleCellExperiment(sce[all_hvgs,], assay = \corrected_logcounts\,
groups = \anno_lvl_2_final_clean\, extract_metadata = TRUE)
<!-- rnb-source-end -->
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Error in create_mofa_from_SingleCellExperiment(sce[all_hvgs, ], assay = _logcounts, : unused argument (extract_metadata = TRUE)
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```r
object <- mofa_objPrepare 4 training
```r
data_opts <- get_default_data_options(object)
data_opts$use_float32 <- TRUE
data_opts$center_groups <- FALSE
object@data_options <- data_opts
model_opts <- get_default_model_options(object)
model_opts$num_factors <- 30
# model_opts$ard_factors <- FALSE
train_opts <- get_default_training_options(object)
train_opts$seed <- 2020
train_opts$convergence_mode <- \medium\ # use \fast\ for faster training
train_opts$stochastic <- FALSE
# mefisto_opts <- get_default_mefisto_options(object)
# mefisto_opts$warping <- FALSE
# mefisto_opts$sparseGP <- TRUE
object <- prepare_mofa(
object = object,
data_options = data_opts,
model_options = model_opts,
training_options = train_opts
)
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<!-- rnb-output-begin 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 -->
Multi-group mode requested.
This is an advanced option, if this is the first time that you are running MOFA, we suggest that you try do some exploration first without specifying groups. Two important remarks:
The aim of the multi-group framework is to identify the sources of variability within the groups. If your aim is to find a factor that ‘separates’ the groups, you DO NOT want to use the multi-group framework. Please see the FAQ on the MOFA2 webpage.
It is important to account for the group effect before selecting highly variable features (HVFs). We suggest that either you calculate HVFs per group and then take the union, or regress out the group effect before HVF selection Checking data options… Due to string size limitations in the HDF5 format, sample names will be trimmed to less than 50 charactersChecking training options… Checking model options…
<!-- rnb-output-end -->
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```r
```r
object
<!-- rnb-source-end -->
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Untrained MOFA model with the following characteristics: Number of views: 1 Views names: corrected_logcounts Number of features (per view): 7300 Number of groups: 23 Groups names: ABT(ENTRY) B1 CD4+T CD8+T CD8AA CYCLING_MPP CYCLING_NK CYCLING_T HSC_MPP ILC3 IMMATURE_B LARGE_PRE_B LATE_PRO_B LMPP_ELP MATURE_B MEMP NK NK_T PRE_PRO_B PRO_B SMALL_PRE_B TH17 TREG Number of samples (per group): 26 32 63 55 24 28 61 38 32 62 29 54 32 10 55 26 87 52 40 50 46 43 48
<!-- rnb-output-end -->
<!-- rnb-chunk-end -->
<!-- rnb-text-begin -->
## Train
Wrapped in `run_mofa.R`
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
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```r
```r
outfile <- glue('{indir}{split}_mofa_model_oneview_organCorrected.hdf5')
mofa_trained <- run_mofa(object, outfile = outfile)
<!-- rnb-source-end -->
<!-- rnb-output-begin {"data":"Warning: Output file /nfs/team205/ed6/data/Fetal_immune/LMM_data/LMM_input_LYMPHOID_PBULK/LYMPHOID_mofa_model_oneview_organCorrected.hdf5 already exists, it will be replaced\nConnecting to the mofapy2 python package using reticulate (use_basilisk = FALSE)... \n    Please make sure to manually specify the right python binary when loading R with reticulate::use_python(..., force=TRUE) or the right conda environment with reticulate::use_condaenv(..., force=TRUE)\n    If you prefer to let us automatically install a conda environment with 'mofapy2' installed using the 'basilisk' package, please use the argument 'use_basilisk = TRUE'\n\n        #########################################################\n        ###           __  __  ____  ______                    ### \n        ###          |  \\/  |/ __ \\|  ____/\\    _             ### \n        ###          | \\  / | |  | | |__ /  \\ _| |_           ### \n        ###          | |\\/| | |  | |  __/ /\\ \\_   _|          ###\n        ###          | |  | | |__| | | / ____ \\|_|            ###\n        ###          |_|  |_|\\____/|_|/_/    \\_\\              ###\n        ###                                                   ### \n        ######################################################### \n       \n \n        \nuse_float32 set to True: replacing float64 arrays by float32 arrays to speed up computations...\n\nSuccessfully loaded view='corrected_logcounts' group='ABT(ENTRY)' with N=26 samples and D=7300 features...\nSuccessfully loaded view='corrected_logcounts' group='B1' with N=32 samples and D=7300 features...\nSuccessfully loaded view='corrected_logcounts' group='CD4+T' with N=63 samples and D=7300 features...\nSuccessfully loaded view='corrected_logcounts' group='CD8+T' with N=55 samples and D=7300 features...\nSuccessfully loaded view='corrected_logcounts' group='CD8AA' with N=24 samples and D=7300 features...\nSuccessfully loaded view='corrected_logcounts' group='CYCLING_MPP' with N=28 samples and D=7300 features...\nSuccessfully loaded view='corrected_logcounts' group='CYCLING_NK' with N=61 samples and D=7300 features...\nSuccessfully loaded view='corrected_logcounts' group='CYCLING_T' with N=38 samples and D=7300 features...\nSuccessfully loaded view='corrected_logcounts' group='HSC_MPP' with N=32 samples and D=7300 features...\nSuccessfully loaded view='corrected_logcounts' group='ILC3' with N=62 samples and D=7300 features...\nSuccessfully loaded view='corrected_logcounts' group='IMMATURE_B' with N=29 samples and D=7300 features...\nSuccessfully loaded view='corrected_logcounts' group='LARGE_PRE_B' with N=54 samples and D=7300 features...\nSuccessfully loaded view='corrected_logcounts' group='LATE_PRO_B' with N=32 samples and D=7300 features...\nSuccessfully loaded view='corrected_logcounts' group='LMPP_ELP' with N=10 samples and D=7300 features...\nSuccessfully loaded view='corrected_logcounts' group='MATURE_B' with N=55 samples and D=7300 features...\nSuccessfully loaded view='corrected_logcounts' group='MEMP' with N=26 samples and D=7300 features...\nSuccessfully loaded view='corrected_logcounts' group='NK' with N=87 samples and D=7300 features...\nSuccessfully loaded view='corrected_logcounts' group='NK_T' with N=52 samples and D=7300 features...\nSuccessfully loaded view='corrected_logcounts' group='PRE_PRO_B' with N=40 samples and D=7300 features...\nSuccessfully loaded view='corrected_logcounts' group='PRO_B' with N=50 samples and D=7300 features...\nSuccessfully loaded view='corrected_logcounts' group='SMALL_PRE_B' with N=46 samples and D=7300 features...\nSuccessfully loaded view='corrected_logcounts' group='TH17' with N=43 samples and D=7300 features...\nSuccessfully loaded view='corrected_logcounts' group='TREG' with N=48 samples and D=7300 features...\n\n\nModel options:\n- Automatic Relevance Determination prior on the factors: True\n- Automatic Relevance Determination prior on the weights: True\n- Spike-and-slab prior on the factors: False\n- Spike-and-slab prior on the weights: True\nLikelihoods:\n- View 0 (corrected_logcounts): gaussian\n\n\n\nWarning: some group(s) have less than 15 samples, MOFA won't be able to learn meaningful factors for these group(s)...\n\n\n\n######################################\n## Training the model with seed 2020 ##\n######################################\n\n\nELBO before training: -132488757.08 \n\nIteration 1: time=10.91, ELBO=297780.79, deltaELBO=132786537.870 (100.22475929%), Factors=30\nIteration 2: time=11.01, Factors=30\nIteration 3: time=11.05, Factors=30\nIteration 4: time=10.97, Factors=30\nIteration 5: time=10.95, Factors=30\nIteration 6: time=11.00, ELBO=2908121.07, deltaELBO=2610340.279 (1.97023531%), Factors=30\nIteration 7: time=10.82, Factors=30\nIteration 8: time=10.70, Factors=30\nIteration 9: time=10.70, Factors=30\nIteration 10: time=10.80, Factors=30\nIteration 11: time=10.69, ELBO=3064916.38, deltaELBO=156795.305 (0.11834612%), Factors=30\nIteration 12: time=10.86, Factors=30\nIteration 13: time=10.77, Factors=30\nIteration 14: time=10.67, Factors=30\nIteration 15: time=11.03, Factors=30\nIteration 16: time=11.07, ELBO=3107186.46, deltaELBO=42270.084 (0.03190466%), Factors=30\nIteration 17: time=10.80, Factors=30\nIteration 18: time=11.07, Factors=30\nIteration 19: time=11.09, Factors=30\nIteration 20: time=10.95, Factors=30\nIteration 21: time=11.05, ELBO=3126530.89, deltaELBO=19344.434 (0.01460081%), Factors=30\nIteration 22: time=11.07, Factors=30\nIteration 23: time=11.02, Factors=30\nIteration 24: time=11.01, Factors=30\nIteration 25: time=11.02, Factors=30\nIteration 26: time=11.03, ELBO=3145472.08, deltaELBO=18941.185 (0.01429645%), Factors=30\nIteration 27: time=10.66, Factors=30\nIteration 28: time=10.77, Factors=30\nIteration 29: time=10.60, Factors=30\nIteration 30: time=10.82, Factors=30\nIteration 31: time=10.81, ELBO=3158977.22, deltaELBO=13505.138 (0.01019342%), Factors=30\nIteration 32: time=10.83, Factors=30\nIteration 33: time=10.76, Factors=30\nIteration 34: time=10.68, Factors=30\nIteration 35: time=10.82, Factors=30\nIteration 36: time=10.76, ELBO=3161387.65, deltaELBO=2410.430 (0.00181935%), Factors=30\nIteration 37: time=10.74, Factors=30\nIteration 38: time=10.87, Factors=30\nIteration 39: time=10.59, Factors=30\nIteration 40: time=10.80, Factors=30\nIteration 41: time=11.00, ELBO=3192915.90, deltaELBO=31528.249 (0.02379692%), Factors=30\nIteration 42: time=11.02, Factors=30\nIteration 43: time=10.59, Factors=30\nIteration 44: time=10.87, Factors=30\nIteration 45: time=10.95, Factors=30\nIteration 46: time=10.95, ELBO=3285178.21, deltaELBO=92262.317 (0.06963785%), Factors=30\nIteration 47: time=10.82, Factors=30\nIteration 48: time=11.08, Factors=30\nIteration 49: time=10.97, Factors=30\nIteration 50: time=10.82, Factors=30\nIteration 51: time=10.65, ELBO=3482792.60, deltaELBO=197614.387 (0.14915559%), Factors=30\nIteration 52: time=10.75, Factors=30\nIteration 53: time=11.60, Factors=30\nIteration 54: time=12.39, Factors=30\nIteration 55: time=19.86, Factors=30\nIteration 56: time=41.79, ELBO=3502687.97, deltaELBO=19895.369 (0.01501665%), Factors=30\nIteration 57: time=119.68, Factors=30\nIteration 58: time=102.59, Factors=30\nIteration 59: time=19.51, Factors=30\nIteration 60: time=10.35, Factors=30\nIteration 61: time=13.20, ELBO=3508492.11, deltaELBO=5804.146 (0.00438086%), Factors=30\nIteration 62: time=37.62, Factors=30\nIteration 63: time=74.94, Factors=30\nIteration 64: time=75.59, Factors=30\nIteration 65: time=39.72, Factors=30\nIteration 66: time=11.14, ELBO=3511429.39, deltaELBO=2937.276 (0.00221700%), Factors=30\nIteration 67: time=10.97, Factors=30\nIteration 68: time=10.75, Factors=30\nIteration 69: time=10.74, Factors=30\nIteration 70: time=10.66, Factors=30\nIteration 71: time=10.69, ELBO=3513329.29, deltaELBO=1899.897 (0.00143401%), Factors=30\nIteration 72: time=10.65, Factors=30\nIteration 73: time=10.83, Factors=30\nIteration 74: time=10.55, Factors=30\nIteration 75: time=10.67, Factors=30\nIteration 76: time=10.52, ELBO=3514696.51, deltaELBO=1367.217 (0.00103195%), Factors=30\nIteration 77: time=10.65, Factors=30\nIteration 78: time=10.71, Factors=30\nIteration 79: time=10.82, Factors=30\nIteration 80: time=10.77, Factors=30\nIteration 81: time=10.91, ELBO=3515690.31, deltaELBO=993.803 (0.00075010%), Factors=30\nIteration 82: time=10.84, Factors=30\nIteration 83: time=10.83, Factors=30\nIteration 84: time=10.80, Factors=30\nIteration 85: time=10.85, Factors=30\nIteration 86: time=10.95, ELBO=3516432.18, deltaELBO=741.873 (0.00055995%), Factors=30\nIteration 87: time=10.86, Factors=30\nIteration 88: time=10.90, Factors=30\nIteration 89: time=10.77, Factors=30\nIteration 90: time=10.70, Factors=30\nIteration 91: time=10.89, ELBO=3517017.27, deltaELBO=585.086 (0.00044161%), Factors=30\nIteration 92: time=10.74, Factors=30\nIteration 93: time=10.80, Factors=30\nIteration 94: time=10.42, Factors=30\nIteration 95: time=10.34, Factors=30\nIteration 96: time=10.52, ELBO=3517487.35, deltaELBO=470.086 (0.00035481%), Factors=30\nIteration 97: time=10.48, Factors=30\nIteration 98: time=10.64, Factors=30\nIteration 99: time=10.69, Factors=30\nIteration 100: time=10.42, Factors=30\nIteration 101: time=10.42, ELBO=3517868.74, deltaELBO=381.383 (0.00028786%), Factors=30\nIteration 102: time=10.39, Factors=30\nIteration 103: time=10.41, Factors=30\nIteration 104: time=10.43, Factors=30\nIteration 105: time=10.20, Factors=30\nIteration 106: time=10.37, ELBO=3518189.35, deltaELBO=320.618 (0.00024200%), Factors=30\nIteration 107: time=10.19, Factors=30\nIteration 108: time=10.51, Factors=30\nIteration 109: time=10.40, Factors=30\nIteration 110: time=10.71, Factors=30\nIteration 111: time=10.72, ELBO=3518481.19, deltaELBO=291.833 (0.00022027%), Factors=30\nIteration 112: time=10.58, Factors=30\nIteration 113: time=10.62, Factors=30\nIteration 114: time=10.55, Factors=30\nIteration 115: time=10.76, Factors=30\nIteration 116: time=10.40, ELBO=3518755.40, deltaELBO=274.218 (0.00020697%), Factors=30\nIteration 117: time=10.46, Factors=30\nIteration 118: time=10.47, Factors=30\nIteration 119: time=10.38, Factors=30\nIteration 120: time=10.36, Factors=30\nIteration 121: time=10.34, ELBO=3519004.66, deltaELBO=249.255 (0.00018813%), Factors=30\nIteration 122: time=10.34, Factors=30\nIteration 123: time=10.38, Factors=30\nIteration 124: time=10.21, Factors=30\nIteration 125: time=10.25, Factors=30\nIteration 126: time=10.23, ELBO=3519230.34, deltaELBO=225.680 (0.00017034%), Factors=30\nIteration 127: time=10.22, Factors=30\nIteration 128: time=10.34, Factors=30\nIteration 129: time=10.55, Factors=30\nIteration 130: time=10.66, Factors=30\nIteration 131: time=10.72, ELBO=3519455.12, deltaELBO=224.777 (0.00016966%), Factors=30\nIteration 132: time=10.69, Factors=30\nIteration 133: time=10.58, Factors=30\nIteration 134: time=10.55, Factors=30\nIteration 135: time=11.06, Factors=30\nIteration 136: time=10.72, ELBO=3519672.23, deltaELBO=217.114 (0.00016387%), Factors=30\nIteration 137: time=10.53, Factors=30\nIteration 138: time=10.68, Factors=30\nIteration 139: time=10.47, Factors=30\nIteration 140: time=10.36, Factors=30\nIteration 141: time=10.61, ELBO=3519885.70, deltaELBO=213.475 (0.00016113%), Factors=30\nIteration 142: time=10.64, Factors=30\nIteration 143: time=10.38, Factors=30\nIteration 144: time=10.35, Factors=30\nIteration 145: time=10.29, Factors=30\nIteration 146: time=10.41, ELBO=3520095.28, deltaELBO=209.580 (0.00015819%), Factors=30\nIteration 147: time=10.49, Factors=30\nIteration 148: time=10.45, Factors=30\nIteration 149: time=10.62, Factors=30\nIteration 150: time=10.42, Factors=30\nIteration 151: time=10.47, ELBO=3520303.13, deltaELBO=207.844 (0.00015688%), Factors=30\nIteration 152: time=10.44, Factors=30\nIteration 153: time=10.27, Factors=30\nIteration 154: time=10.17, Factors=30\nIteration 155: time=10.00, Factors=30\nIteration 156: time=10.29, ELBO=3520517.97, deltaELBO=214.838 (0.00016216%), Factors=30\nIteration 157: time=10.36, Factors=30\nIteration 158: time=10.39, Factors=30\nIteration 159: time=10.17, Factors=30\nIteration 160: time=10.42, Factors=30\nIteration 161: time=10.61, ELBO=3520733.62, deltaELBO=215.657 (0.00016277%), Factors=30\nIteration 162: time=10.45, Factors=30\nIteration 163: time=10.54, Factors=30\nIteration 164: time=10.34, Factors=30\nIteration 165: time=10.41, Factors=30\nIteration 166: time=10.34, ELBO=3520962.54, deltaELBO=228.911 (0.00017278%), Factors=30\nIteration 167: time=10.39, Factors=30\nIteration 168: time=10.35, Factors=30\nIteration 169: time=10.52, Factors=30\nIteration 170: time=10.59, Factors=30\nIteration 171: time=10.50, ELBO=3521187.99, deltaELBO=225.453 (0.00017017%), Factors=30\nIteration 172: time=10.28, Factors=30\nIteration 173: time=10.04, Factors=30\nIteration 174: time=10.15, Factors=30\nIteration 175: time=10.20, Factors=30\nIteration 176: time=10.07, ELBO=3521417.84, deltaELBO=229.853 (0.00017349%), Factors=30\nIteration 177: time=10.47, Factors=30\nIteration 178: time=10.57, Factors=30\nIteration 179: time=10.58, Factors=30\nIteration 180: time=10.52, Factors=30\nIteration 181: time=10.58, ELBO=3521649.14, deltaELBO=231.295 (0.00017458%), Factors=30\nIteration 182: time=10.55, Factors=30\nIteration 183: time=10.52, Factors=30\nIteration 184: time=10.22, Factors=30\nIteration 185: time=10.33, Factors=30\nIteration 186: time=10.51, ELBO=3521884.19, deltaELBO=235.055 (0.00017741%), Factors=30\nIteration 187: time=10.52, Factors=30\nIteration 188: time=10.28, Factors=30\nIteration 189: time=10.74, Factors=30\nIteration 190: time=10.70, Factors=30\nIteration 191: time=10.61, ELBO=3522087.38, deltaELBO=203.188 (0.00015336%), Factors=30\nIteration 192: time=10.65, Factors=30\nIteration 193: time=10.46, Factors=30\nIteration 194: time=10.35, Factors=30\nIteration 195: time=10.38, Factors=30\nIteration 196: time=10.47, ELBO=3522249.39, deltaELBO=162.006 (0.00012228%), Factors=30\nIteration 197: time=10.40, Factors=30\nIteration 198: time=10.47, Factors=30\nIteration 199: time=10.51, Factors=30\nIteration 200: time=10.60, Factors=30\nIteration 201: time=10.65, ELBO=3522388.87, deltaELBO=139.489 (0.00010528%), Factors=30\nIteration 202: time=10.53, Factors=30\nIteration 203: time=10.54, Factors=30\nIteration 204: time=10.51, Factors=30\nIteration 205: time=10.55, Factors=30\nIteration 206: time=10.65, ELBO=3522510.83, deltaELBO=121.954 (0.00009205%), Factors=30\nIteration 207: time=10.67, Factors=30\nIteration 208: time=10.70, Factors=30\nIteration 209: time=10.68, Factors=30\nIteration 210: time=10.51, Factors=30\nIteration 211: time=10.60, ELBO=3522625.47, deltaELBO=114.645 (0.00008653%), Factors=30\nIteration 212: time=10.78, Factors=30\nIteration 213: time=11.08, Factors=30\nIteration 214: time=10.73, Factors=30\nIteration 215: time=10.64, Factors=30\nIteration 216: time=10.69, ELBO=3522740.24, deltaELBO=114.764 (0.00008662%), Factors=30\nIteration 217: time=10.66, Factors=30\nIteration 218: time=10.60, Factors=30\nIteration 219: time=10.58, Factors=30\nIteration 220: time=10.53, Factors=30\nIteration 221: time=10.79, ELBO=3522844.27, deltaELBO=104.034 (0.00007852%), Factors=30\nIteration 222: time=10.71, Factors=30\nIteration 223: time=10.73, Factors=30\nIteration 224: time=10.63, Factors=30\nIteration 225: time=10.65, Factors=30\nIteration 226: time=10.58, ELBO=3522950.33, deltaELBO=106.061 (0.00008005%), Factors=30\nIteration 227: time=10.62, Factors=30\nIteration 228: time=10.53, Factors=30\nIteration 229: time=10.62, Factors=30\nIteration 230: time=10.61, Factors=30\nIteration 231: time=10.69, ELBO=3523051.08, deltaELBO=100.746 (0.00007604%), Factors=30\nIteration 232: time=10.55, Factors=30\nIteration 233: time=10.60, Factors=30\nIteration 234: time=10.55, Factors=30\nIteration 235: time=10.70, Factors=30\nIteration 236: time=10.78, ELBO=3523147.03, deltaELBO=95.951 (0.00007242%), Factors=30\nIteration 237: time=10.70, Factors=30\nIteration 238: time=10.51, Factors=30\nIteration 239: time=10.56, Factors=30\nIteration 240: time=10.53, Factors=30\nIteration 241: time=10.52, ELBO=3523240.55, deltaELBO=93.521 (0.00007059%), Factors=30\nIteration 242: time=10.56, Factors=30\nIteration 243: time=10.58, Factors=30\nIteration 244: time=10.80, Factors=30\nIteration 245: time=10.48, Factors=30\nIteration 246: time=10.65, ELBO=3523339.09, deltaELBO=98.544 (0.00007438%), Factors=30\nIteration 247: time=10.50, Factors=30\nIteration 248: time=10.52, Factors=30\nIteration 249: time=10.75, Factors=30\nIteration 250: time=10.79, Factors=30\nIteration 251: time=10.79, ELBO=3523433.87, deltaELBO=94.778 (0.00007154%), Factors=30\nIteration 252: time=10.62, Factors=30\nIteration 253: time=10.58, Factors=30\nIteration 254: time=10.55, Factors=30\nIteration 255: time=10.62, Factors=30\nIteration 256: time=10.50, ELBO=3523517.86, deltaELBO=83.987 (0.00006339%), Factors=30\nIteration 257: time=10.59, Factors=30\nIteration 258: time=10.49, Factors=30\nIteration 259: time=10.29, Factors=30\nIteration 260: time=10.57, Factors=30\nIteration 261: time=10.57, ELBO=3523587.97, deltaELBO=70.112 (0.00005292%), Factors=30\nIteration 262: time=10.75, Factors=30\nIteration 263: time=10.73, Factors=30\nIteration 264: time=10.57, Factors=30\nIteration 265: time=10.46, Factors=30\nIteration 266: time=10.62, ELBO=3523656.07, deltaELBO=68.095 (0.00005140%), Factors=30\nIteration 267: time=10.70, Factors=30\nIteration 268: time=10.76, Factors=30\nIteration 269: time=10.73, Factors=30\nIteration 270: time=10.67, Factors=30\nIteration 271: time=10.84, ELBO=3523726.93, deltaELBO=70.859 (0.00005348%), Factors=30\nIteration 272: time=10.42, Factors=30\nIteration 273: time=10.10, Factors=30\nIteration 274: time=10.24, Factors=30\nIteration 275: time=10.39, Factors=30\nIteration 276: time=10.56, ELBO=3523794.04, deltaELBO=67.113 (0.00005066%), Factors=30\nIteration 277: time=10.57, Factors=30\nIteration 278: time=10.63, Factors=30\nIteration 279: time=10.59, Factors=30\nIteration 280: time=10.55, Factors=30\nIteration 281: time=10.59, ELBO=3523861.29, deltaELBO=67.255 (0.00005076%), Factors=30\nIteration 282: time=10.57, Factors=30\nIteration 283: time=10.61, Factors=30\nIteration 284: time=10.50, Factors=30\nIteration 285: time=10.60, Factors=30\nIteration 286: time=10.65, ELBO=3523930.38, deltaELBO=69.090 (0.00005215%), Factors=30\nIteration 287: time=10.55, Factors=30\nIteration 288: time=10.34, Factors=30\nIteration 289: time=10.69, Factors=30\nIteration 290: time=10.50, Factors=30\nIteration 291: time=10.47, ELBO=3523995.62, deltaELBO=65.239 (0.00004924%), Factors=30\nIteration 292: time=10.39, Factors=30\nIteration 293: time=10.44, Factors=30\nIteration 294: time=10.66, Factors=30\nIteration 295: time=10.79, Factors=30\nIteration 296: time=10.74, ELBO=3524060.45, deltaELBO=64.828 (0.00004893%), Factors=30\n\nConverged!\n\n\n\n#######################\n## Training finished ##\n#######################\n\n\nWarning: Output file /nfs/team205/ed6/data/Fetal_immune/LMM_data/LMM_input_LYMPHOID_PBULK/LYMPHOID_mofa_model_oneview_organCorrected.hdf5 already exists, it will be replaced\nSaving model in /nfs/team205/ed6/data/Fetal_immune/LMM_data/LMM_input_LYMPHOID_PBULK/LYMPHOID_mofa_model_oneview_organCorrected.hdf5...\n10 factors were found to explain no variance and they were removed for downstream analysis. You can disable this option by setting load_model(..., remove_inactive_factors = FALSE)\nError in .quality_control(object, verbose = verbose) : \n  !duplicated(unlist(samples_names(object))) are not all TRUE\n"} -->
Warning: Output file /nfs/team205/ed6/data/Fetal_immune/LMM_data/LMM_input_LYMPHOID_PBULK/LYMPHOID_mofa_model_oneview_organCorrected.hdf5 already exists, it will be replaced Connecting to the mofapy2 python package using reticulate (use_basilisk = FALSE)… Please make sure to manually specify the right python binary when loading R with reticulate::use_python(…, force=TRUE) or the right conda environment with reticulate::use_condaenv(…, force=TRUE) If you prefer to let us automatically install a conda environment with ‘mofapy2’ installed using the ‘basilisk’ package, please use the argument ‘use_basilisk = TRUE’
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use_float32 set to True: replacing float64 arrays by float32 arrays to speed up computations…
Successfully loaded view=‘corrected_logcounts’ group=‘ABT(ENTRY)’ with N=26 samples and D=7300 features… Successfully loaded view=‘corrected_logcounts’ group=‘B1’ with N=32 samples and D=7300 features… Successfully loaded view=‘corrected_logcounts’ group=‘CD4+T’ with N=63 samples and D=7300 features… Successfully loaded view=‘corrected_logcounts’ group=‘CD8+T’ with N=55 samples and D=7300 features… Successfully loaded view=‘corrected_logcounts’ group=‘CD8AA’ with N=24 samples and D=7300 features… Successfully loaded view=‘corrected_logcounts’ group=‘CYCLING_MPP’ with N=28 samples and D=7300 features… Successfully loaded view=‘corrected_logcounts’ group=‘CYCLING_NK’ with N=61 samples and D=7300 features… Successfully loaded view=‘corrected_logcounts’ group=‘CYCLING_T’ with N=38 samples and D=7300 features… Successfully loaded view=‘corrected_logcounts’ group=‘HSC_MPP’ with N=32 samples and D=7300 features… Successfully loaded view=‘corrected_logcounts’ group=‘ILC3’ with N=62 samples and D=7300 features… Successfully loaded view=‘corrected_logcounts’ group=‘IMMATURE_B’ with N=29 samples and D=7300 features… Successfully loaded view=‘corrected_logcounts’ group=‘LARGE_PRE_B’ with N=54 samples and D=7300 features… Successfully loaded view=‘corrected_logcounts’ group=‘LATE_PRO_B’ with N=32 samples and D=7300 features… Successfully loaded view=‘corrected_logcounts’ group=‘LMPP_ELP’ with N=10 samples and D=7300 features… Successfully loaded view=‘corrected_logcounts’ group=‘MATURE_B’ with N=55 samples and D=7300 features… Successfully loaded view=‘corrected_logcounts’ group=‘MEMP’ with N=26 samples and D=7300 features… Successfully loaded view=‘corrected_logcounts’ group=‘NK’ with N=87 samples and D=7300 features… Successfully loaded view=‘corrected_logcounts’ group=‘NK_T’ with N=52 samples and D=7300 features… Successfully loaded view=‘corrected_logcounts’ group=‘PRE_PRO_B’ with N=40 samples and D=7300 features… Successfully loaded view=‘corrected_logcounts’ group=‘PRO_B’ with N=50 samples and D=7300 features… Successfully loaded view=‘corrected_logcounts’ group=‘SMALL_PRE_B’ with N=46 samples and D=7300 features… Successfully loaded view=‘corrected_logcounts’ group=‘TH17’ with N=43 samples and D=7300 features… Successfully loaded view=‘corrected_logcounts’ group=‘TREG’ with N=48 samples and D=7300 features…
Model options: - Automatic Relevance Determination prior on the factors: True - Automatic Relevance Determination prior on the weights: True - Spike-and-slab prior on the factors: False - Spike-and-slab prior on the weights: True Likelihoods: - View 0 (corrected_logcounts): gaussian
Warning: some group(s) have less than 15 samples, MOFA won’t be able to learn meaningful factors for these group(s)…
Training the model with seed 2020
ELBO before training: -132488757.08
Iteration 1: time=10.91, ELBO=297780.79, deltaELBO=132786537.870 (100.22475929%), Factors=30 Iteration 2: time=11.01, Factors=30 Iteration 3: time=11.05, Factors=30 Iteration 4: time=10.97, Factors=30 Iteration 5: time=10.95, Factors=30 Iteration 6: time=11.00, ELBO=2908121.07, deltaELBO=2610340.279 (1.97023531%), Factors=30 Iteration 7: time=10.82, Factors=30 Iteration 8: time=10.70, Factors=30 Iteration 9: time=10.70, Factors=30 Iteration 10: time=10.80, Factors=30 Iteration 11: time=10.69, ELBO=3064916.38, deltaELBO=156795.305 (0.11834612%), Factors=30 Iteration 12: time=10.86, Factors=30 Iteration 13: time=10.77, Factors=30 Iteration 14: time=10.67, Factors=30 Iteration 15: time=11.03, Factors=30 Iteration 16: time=11.07, ELBO=3107186.46, deltaELBO=42270.084 (0.03190466%), Factors=30 Iteration 17: time=10.80, Factors=30 Iteration 18: time=11.07, Factors=30 Iteration 19: time=11.09, Factors=30 Iteration 20: time=10.95, Factors=30 Iteration 21: time=11.05, ELBO=3126530.89, deltaELBO=19344.434 (0.01460081%), Factors=30 Iteration 22: time=11.07, Factors=30 Iteration 23: time=11.02, Factors=30 Iteration 24: time=11.01, Factors=30 Iteration 25: time=11.02, Factors=30 Iteration 26: time=11.03, ELBO=3145472.08, deltaELBO=18941.185 (0.01429645%), Factors=30 Iteration 27: time=10.66, Factors=30 Iteration 28: time=10.77, Factors=30 Iteration 29: time=10.60, Factors=30 Iteration 30: time=10.82, Factors=30 Iteration 31: time=10.81, ELBO=3158977.22, deltaELBO=13505.138 (0.01019342%), Factors=30 Iteration 32: time=10.83, Factors=30 Iteration 33: time=10.76, Factors=30 Iteration 34: time=10.68, Factors=30 Iteration 35: time=10.82, Factors=30 Iteration 36: time=10.76, ELBO=3161387.65, deltaELBO=2410.430 (0.00181935%), Factors=30 Iteration 37: time=10.74, Factors=30 Iteration 38: time=10.87, Factors=30 Iteration 39: time=10.59, Factors=30 Iteration 40: time=10.80, Factors=30 Iteration 41: time=11.00, ELBO=3192915.90, deltaELBO=31528.249 (0.02379692%), Factors=30 Iteration 42: time=11.02, Factors=30 Iteration 43: time=10.59, Factors=30 Iteration 44: time=10.87, Factors=30 Iteration 45: time=10.95, Factors=30 Iteration 46: time=10.95, ELBO=3285178.21, deltaELBO=92262.317 (0.06963785%), Factors=30 Iteration 47: time=10.82, Factors=30 Iteration 48: time=11.08, Factors=30 Iteration 49: time=10.97, Factors=30 Iteration 50: time=10.82, Factors=30 Iteration 51: time=10.65, ELBO=3482792.60, deltaELBO=197614.387 (0.14915559%), Factors=30 Iteration 52: time=10.75, Factors=30 Iteration 53: time=11.60, Factors=30 Iteration 54: time=12.39, Factors=30 Iteration 55: time=19.86, Factors=30 Iteration 56: time=41.79, ELBO=3502687.97, deltaELBO=19895.369 (0.01501665%), Factors=30 Iteration 57: time=119.68, Factors=30 Iteration 58: time=102.59, Factors=30 Iteration 59: time=19.51, Factors=30 Iteration 60: time=10.35, Factors=30 Iteration 61: time=13.20, ELBO=3508492.11, deltaELBO=5804.146 (0.00438086%), Factors=30 Iteration 62: time=37.62, Factors=30 Iteration 63: time=74.94, Factors=30 Iteration 64: time=75.59, Factors=30 Iteration 65: time=39.72, Factors=30 Iteration 66: time=11.14, ELBO=3511429.39, deltaELBO=2937.276 (0.00221700%), Factors=30 Iteration 67: time=10.97, Factors=30 Iteration 68: time=10.75, Factors=30 Iteration 69: time=10.74, Factors=30 Iteration 70: time=10.66, Factors=30 Iteration 71: time=10.69, ELBO=3513329.29, deltaELBO=1899.897 (0.00143401%), Factors=30 Iteration 72: time=10.65, Factors=30 Iteration 73: time=10.83, Factors=30 Iteration 74: time=10.55, Factors=30 Iteration 75: time=10.67, Factors=30 Iteration 76: time=10.52, ELBO=3514696.51, deltaELBO=1367.217 (0.00103195%), Factors=30 Iteration 77: time=10.65, Factors=30 Iteration 78: time=10.71, Factors=30 Iteration 79: time=10.82, Factors=30 Iteration 80: time=10.77, Factors=30 Iteration 81: time=10.91, ELBO=3515690.31, deltaELBO=993.803 (0.00075010%), Factors=30 Iteration 82: time=10.84, Factors=30 Iteration 83: time=10.83, Factors=30 Iteration 84: time=10.80, Factors=30 Iteration 85: time=10.85, Factors=30 Iteration 86: time=10.95, ELBO=3516432.18, deltaELBO=741.873 (0.00055995%), Factors=30 Iteration 87: time=10.86, Factors=30 Iteration 88: time=10.90, Factors=30 Iteration 89: time=10.77, Factors=30 Iteration 90: time=10.70, Factors=30 Iteration 91: time=10.89, ELBO=3517017.27, deltaELBO=585.086 (0.00044161%), Factors=30 Iteration 92: time=10.74, Factors=30 Iteration 93: time=10.80, Factors=30 Iteration 94: time=10.42, Factors=30 Iteration 95: time=10.34, Factors=30 Iteration 96: time=10.52, ELBO=3517487.35, deltaELBO=470.086 (0.00035481%), Factors=30 Iteration 97: time=10.48, Factors=30 Iteration 98: time=10.64, Factors=30 Iteration 99: time=10.69, Factors=30 Iteration 100: time=10.42, Factors=30 Iteration 101: time=10.42, ELBO=3517868.74, deltaELBO=381.383 (0.00028786%), Factors=30 Iteration 102: time=10.39, Factors=30 Iteration 103: time=10.41, Factors=30 Iteration 104: time=10.43, Factors=30 Iteration 105: time=10.20, Factors=30 Iteration 106: time=10.37, ELBO=3518189.35, deltaELBO=320.618 (0.00024200%), Factors=30 Iteration 107: time=10.19, Factors=30 Iteration 108: time=10.51, Factors=30 Iteration 109: time=10.40, Factors=30 Iteration 110: time=10.71, Factors=30 Iteration 111: time=10.72, ELBO=3518481.19, deltaELBO=291.833 (0.00022027%), Factors=30 Iteration 112: time=10.58, Factors=30 Iteration 113: time=10.62, Factors=30 Iteration 114: time=10.55, Factors=30 Iteration 115: time=10.76, Factors=30 Iteration 116: time=10.40, ELBO=3518755.40, deltaELBO=274.218 (0.00020697%), Factors=30 Iteration 117: time=10.46, Factors=30 Iteration 118: time=10.47, Factors=30 Iteration 119: time=10.38, Factors=30 Iteration 120: time=10.36, Factors=30 Iteration 121: time=10.34, ELBO=3519004.66, deltaELBO=249.255 (0.00018813%), Factors=30 Iteration 122: time=10.34, Factors=30 Iteration 123: time=10.38, Factors=30 Iteration 124: time=10.21, Factors=30 Iteration 125: time=10.25, Factors=30 Iteration 126: time=10.23, ELBO=3519230.34, deltaELBO=225.680 (0.00017034%), Factors=30 Iteration 127: time=10.22, Factors=30 Iteration 128: time=10.34, Factors=30 Iteration 129: time=10.55, Factors=30 Iteration 130: time=10.66, Factors=30 Iteration 131: time=10.72, ELBO=3519455.12, deltaELBO=224.777 (0.00016966%), Factors=30 Iteration 132: time=10.69, Factors=30 Iteration 133: time=10.58, Factors=30 Iteration 134: time=10.55, Factors=30 Iteration 135: time=11.06, Factors=30 Iteration 136: time=10.72, ELBO=3519672.23, deltaELBO=217.114 (0.00016387%), Factors=30 Iteration 137: time=10.53, Factors=30 Iteration 138: time=10.68, Factors=30 Iteration 139: time=10.47, Factors=30 Iteration 140: time=10.36, Factors=30 Iteration 141: time=10.61, ELBO=3519885.70, deltaELBO=213.475 (0.00016113%), Factors=30 Iteration 142: time=10.64, Factors=30 Iteration 143: time=10.38, Factors=30 Iteration 144: time=10.35, Factors=30 Iteration 145: time=10.29, Factors=30 Iteration 146: time=10.41, ELBO=3520095.28, deltaELBO=209.580 (0.00015819%), Factors=30 Iteration 147: time=10.49, Factors=30 Iteration 148: time=10.45, Factors=30 Iteration 149: time=10.62, Factors=30 Iteration 150: time=10.42, Factors=30 Iteration 151: time=10.47, ELBO=3520303.13, deltaELBO=207.844 (0.00015688%), Factors=30 Iteration 152: time=10.44, Factors=30 Iteration 153: time=10.27, Factors=30 Iteration 154: time=10.17, Factors=30 Iteration 155: time=10.00, Factors=30 Iteration 156: time=10.29, ELBO=3520517.97, deltaELBO=214.838 (0.00016216%), Factors=30 Iteration 157: time=10.36, Factors=30 Iteration 158: time=10.39, Factors=30 Iteration 159: time=10.17, Factors=30 Iteration 160: time=10.42, Factors=30 Iteration 161: time=10.61, ELBO=3520733.62, deltaELBO=215.657 (0.00016277%), Factors=30 Iteration 162: time=10.45, Factors=30 Iteration 163: time=10.54, Factors=30 Iteration 164: time=10.34, Factors=30 Iteration 165: time=10.41, Factors=30 Iteration 166: time=10.34, ELBO=3520962.54, deltaELBO=228.911 (0.00017278%), Factors=30 Iteration 167: time=10.39, Factors=30 Iteration 168: time=10.35, Factors=30 Iteration 169: time=10.52, Factors=30 Iteration 170: time=10.59, Factors=30 Iteration 171: time=10.50, ELBO=3521187.99, deltaELBO=225.453 (0.00017017%), Factors=30 Iteration 172: time=10.28, Factors=30 Iteration 173: time=10.04, Factors=30 Iteration 174: time=10.15, Factors=30 Iteration 175: time=10.20, Factors=30 Iteration 176: time=10.07, ELBO=3521417.84, deltaELBO=229.853 (0.00017349%), Factors=30 Iteration 177: time=10.47, Factors=30 Iteration 178: time=10.57, Factors=30 Iteration 179: time=10.58, Factors=30 Iteration 180: time=10.52, Factors=30 Iteration 181: time=10.58, ELBO=3521649.14, deltaELBO=231.295 (0.00017458%), Factors=30 Iteration 182: time=10.55, Factors=30 Iteration 183: time=10.52, Factors=30 Iteration 184: time=10.22, Factors=30 Iteration 185: time=10.33, Factors=30 Iteration 186: time=10.51, ELBO=3521884.19, deltaELBO=235.055 (0.00017741%), Factors=30 Iteration 187: time=10.52, Factors=30 Iteration 188: time=10.28, Factors=30 Iteration 189: time=10.74, Factors=30 Iteration 190: time=10.70, Factors=30 Iteration 191: time=10.61, ELBO=3522087.38, deltaELBO=203.188 (0.00015336%), Factors=30 Iteration 192: time=10.65, Factors=30 Iteration 193: time=10.46, Factors=30 Iteration 194: time=10.35, Factors=30 Iteration 195: time=10.38, Factors=30 Iteration 196: time=10.47, ELBO=3522249.39, deltaELBO=162.006 (0.00012228%), Factors=30 Iteration 197: time=10.40, Factors=30 Iteration 198: time=10.47, Factors=30 Iteration 199: time=10.51, Factors=30 Iteration 200: time=10.60, Factors=30 Iteration 201: time=10.65, ELBO=3522388.87, deltaELBO=139.489 (0.00010528%), Factors=30 Iteration 202: time=10.53, Factors=30 Iteration 203: time=10.54, Factors=30 Iteration 204: time=10.51, Factors=30 Iteration 205: time=10.55, Factors=30 Iteration 206: time=10.65, ELBO=3522510.83, deltaELBO=121.954 (0.00009205%), Factors=30 Iteration 207: time=10.67, Factors=30 Iteration 208: time=10.70, Factors=30 Iteration 209: time=10.68, Factors=30 Iteration 210: time=10.51, Factors=30 Iteration 211: time=10.60, ELBO=3522625.47, deltaELBO=114.645 (0.00008653%), Factors=30 Iteration 212: time=10.78, Factors=30 Iteration 213: time=11.08, Factors=30 Iteration 214: time=10.73, Factors=30 Iteration 215: time=10.64, Factors=30 Iteration 216: time=10.69, ELBO=3522740.24, deltaELBO=114.764 (0.00008662%), Factors=30 Iteration 217: time=10.66, Factors=30 Iteration 218: time=10.60, Factors=30 Iteration 219: time=10.58, Factors=30 Iteration 220: time=10.53, Factors=30 Iteration 221: time=10.79, ELBO=3522844.27, deltaELBO=104.034 (0.00007852%), Factors=30 Iteration 222: time=10.71, Factors=30 Iteration 223: time=10.73, Factors=30 Iteration 224: time=10.63, Factors=30 Iteration 225: time=10.65, Factors=30 Iteration 226: time=10.58, ELBO=3522950.33, deltaELBO=106.061 (0.00008005%), Factors=30 Iteration 227: time=10.62, Factors=30 Iteration 228: time=10.53, Factors=30 Iteration 229: time=10.62, Factors=30 Iteration 230: time=10.61, Factors=30 Iteration 231: time=10.69, ELBO=3523051.08, deltaELBO=100.746 (0.00007604%), Factors=30 Iteration 232: time=10.55, Factors=30 Iteration 233: time=10.60, Factors=30 Iteration 234: time=10.55, Factors=30 Iteration 235: time=10.70, Factors=30 Iteration 236: time=10.78, ELBO=3523147.03, deltaELBO=95.951 (0.00007242%), Factors=30 Iteration 237: time=10.70, Factors=30 Iteration 238: time=10.51, Factors=30 Iteration 239: time=10.56, Factors=30 Iteration 240: time=10.53, Factors=30 Iteration 241: time=10.52, ELBO=3523240.55, deltaELBO=93.521 (0.00007059%), Factors=30 Iteration 242: time=10.56, Factors=30 Iteration 243: time=10.58, Factors=30 Iteration 244: time=10.80, Factors=30 Iteration 245: time=10.48, Factors=30 Iteration 246: time=10.65, ELBO=3523339.09, deltaELBO=98.544 (0.00007438%), Factors=30 Iteration 247: time=10.50, Factors=30 Iteration 248: time=10.52, Factors=30 Iteration 249: time=10.75, Factors=30 Iteration 250: time=10.79, Factors=30 Iteration 251: time=10.79, ELBO=3523433.87, deltaELBO=94.778 (0.00007154%), Factors=30 Iteration 252: time=10.62, Factors=30 Iteration 253: time=10.58, Factors=30 Iteration 254: time=10.55, Factors=30 Iteration 255: time=10.62, Factors=30 Iteration 256: time=10.50, ELBO=3523517.86, deltaELBO=83.987 (0.00006339%), Factors=30 Iteration 257: time=10.59, Factors=30 Iteration 258: time=10.49, Factors=30 Iteration 259: time=10.29, Factors=30 Iteration 260: time=10.57, Factors=30 Iteration 261: time=10.57, ELBO=3523587.97, deltaELBO=70.112 (0.00005292%), Factors=30 Iteration 262: time=10.75, Factors=30 Iteration 263: time=10.73, Factors=30 Iteration 264: time=10.57, Factors=30 Iteration 265: time=10.46, Factors=30 Iteration 266: time=10.62, ELBO=3523656.07, deltaELBO=68.095 (0.00005140%), Factors=30 Iteration 267: time=10.70, Factors=30 Iteration 268: time=10.76, Factors=30 Iteration 269: time=10.73, Factors=30 Iteration 270: time=10.67, Factors=30 Iteration 271: time=10.84, ELBO=3523726.93, deltaELBO=70.859 (0.00005348%), Factors=30 Iteration 272: time=10.42, Factors=30 Iteration 273: time=10.10, Factors=30 Iteration 274: time=10.24, Factors=30 Iteration 275: time=10.39, Factors=30 Iteration 276: time=10.56, ELBO=3523794.04, deltaELBO=67.113 (0.00005066%), Factors=30 Iteration 277: time=10.57, Factors=30 Iteration 278: time=10.63, Factors=30 Iteration 279: time=10.59, Factors=30 Iteration 280: time=10.55, Factors=30 Iteration 281: time=10.59, ELBO=3523861.29, deltaELBO=67.255 (0.00005076%), Factors=30 Iteration 282: time=10.57, Factors=30 Iteration 283: time=10.61, Factors=30 Iteration 284: time=10.50, Factors=30 Iteration 285: time=10.60, Factors=30 Iteration 286: time=10.65, ELBO=3523930.38, deltaELBO=69.090 (0.00005215%), Factors=30 Iteration 287: time=10.55, Factors=30 Iteration 288: time=10.34, Factors=30 Iteration 289: time=10.69, Factors=30 Iteration 290: time=10.50, Factors=30 Iteration 291: time=10.47, ELBO=3523995.62, deltaELBO=65.239 (0.00004924%), Factors=30 Iteration 292: time=10.39, Factors=30 Iteration 293: time=10.44, Factors=30 Iteration 294: time=10.66, Factors=30 Iteration 295: time=10.79, Factors=30 Iteration 296: time=10.74, ELBO=3524060.45, deltaELBO=64.828 (0.00004893%), Factors=30
Converged!
Training finished
Warning: Output file /nfs/team205/ed6/data/Fetal_immune/LMM_data/LMM_input_LYMPHOID_PBULK/LYMPHOID_mofa_model_oneview_organCorrected.hdf5 already exists, it will be replaced Saving model in /nfs/team205/ed6/data/Fetal_immune/LMM_data/LMM_input_LYMPHOID_PBULK/LYMPHOID_mofa_model_oneview_organCorrected.hdf5… 10 factors were found to explain no variance and they were removed for downstream analysis. You can disable this option by setting load_model(…, remove_inactive_factors = FALSE) Error in .quality_control(object, verbose = verbose) : !duplicated(unlist(samples_names(object))) are not all TRUE
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</script>
</div>
<!-- rnb-frame-end -->
<!-- rnb-chunk-end -->
<!-- rnb-text-begin -->
### Prune factors
#### Visualize variance explained by factors
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuZ2V0X3ZhcmlhbmNlX2V4cGxhaW5lZChtb2ZhX3RyYWluZWQsIGFzLmRhdGEuZnJhbWUgPSBUUlVFLCApW1sxXV0gJT4lXG4gIGRwbHlyOjptdXRhdGUoZ3JvdXA9ZmFjdG9yKGdyb3VwLCBsZXZlbHM9cmV2KGFubm9fb3JkZXIpKSkgJT4lIFxuICBnZ3Bsb3QoYWVzKGZhY3Rvcixncm91cCwgZmlsbD12YWx1ZSkpICtcbiAgZ2VvbV90aWxlKCkgK1xuICBzY2FsZV9maWxsX3ZpcmlkaXNfYygpICtcbiAgdGhlbWUoYXhpcy50ZXh0LnggPSBlbGVtZW50X3RleHQoYW5nbGU9NDUsIGhqdXN0PTEpKVxuYGBgIn0= -->
```r
get_variance_explained(mofa_trained, as.data.frame = TRUE, )[[1]] %>%
dplyr::mutate(group=factor(group, levels=rev(anno_order))) %>%
ggplot(aes(factor,group, fill=value)) +
geom_tile() +
scale_fill_viridis_c() +
theme(axis.text.x = element_text(angle=45, hjust=1))
get_variance_explained(mofa_trained, as.data.frame = TRUE, )[[2]] %>%
dplyr::mutate(group=factor(group, levels=anno_order)) %>%
ggplot(aes(group, value)) +
geom_col() +
coord_flip() +
ylab("Var. (%)") +
theme_classic(base_size=14)
Identify technical factors
Do factors relate to the number of cells in pseudobulk?
n_cells <- mofa_trained@samples_metadata[,'n_cells', drop=FALSE]
Z <- get_factors(mofa_trained)
Z <- purrr::reduce(Z, rbind)
barplot(cor(n_cells, Z))
Distinguish technical factors by weight sparsity
get_weights(mofa_trained, abs=TRUE, scale = FALSE, as.data.frame = TRUE) %>%
dplyr::group_by(factor) %>%
dplyr::mutate(value=(value - min(value))/(max(value)- min(value)), rank=rank(value)) %>%
dplyr::summarise(frac_zeros=sum(value < 0.05)/dplyr::n()) %>%
ggplot(aes(factor, frac_zeros)) +
geom_col() +
coord_flip() +
geom_hline(yintercept = 0.5, color="red")
exclude_factors <- get_weights(mofa_trained, abs=TRUE, scale = FALSE, as.data.frame = TRUE) %>%
dplyr::group_by(factor) %>%
dplyr::mutate(value=(value - min(value))/(max(value)- min(value)), rank=rank(value)) %>%
dplyr::summarise(frac_zeros=sum(value < 0.05)/dplyr::n()) %>%
dplyr::filter(frac_zeros < 0.55) %>%
dplyr::pull(factor)high_r2_groups_df <- get_variance_explained(mofa_trained, as.data.frame = TRUE)[[1]] %>%
dplyr::filter(!factor %in% exclude_factors) %>%
dplyr::group_by(group) %>%
dplyr::mutate(tot_var=sum(value)) %>%
dplyr::ungroup() %>%
dplyr::arrange(tot_var) %>%
dplyr::mutate(group=factor(group, levels = unique(group))) %>%
dplyr::mutate(value=ifelse(value < 5, NA, value)) %>%
dplyr::filter(!is.na(value))
high_r2_groups_df %>%
ggplot(aes(factor,group, fill=value)) +
geom_tile() +
scale_fill_gradientn(colors=c("gray97","darkblue"), guide="colorbar") +
theme_classic() +
theme(axis.text.x = element_text(angle=45, hjust=1)) 
NAFind factors that separate pseudobulks by tissue
Calculating Adjusted Mutual Information between organ identity and clustering of pseudobulks based on factor values
calc_organ_AMI <- function(f, g){
dmat <- dist(get_factors(mofa_trained, factors = f, groups = g)[[1]])
hcl <- hclust(dmat)
n_organs <- length(unique(samples_metadata(mofa_trained)[rownames(as.matrix(dmat)),'organ']))
hcl_df <- data.frame(clust=cutree(hcl, k=n_organs)) %>%
tibble::rownames_to_column("sample") %>%
dplyr::left_join(samples_metadata(mofa_trained))
organ_AMI <- aricode::AMI(hcl_df$clust, as.numeric(hcl_df$organ))
return(organ_AMI)
}
samples_metadata(mofa_trained)$organ <- as.factor(samples_metadata(mofa_trained)$organ)
## Calc adjusted mutual info for each factor
AMIs <- sapply(1:nrow(high_r2_groups_df), function(i) calc_organ_AMI(high_r2_groups_df$factor[i], high_r2_groups_df$group[i]))Joining, by = "sample"
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Joining, by = "sample"## Calc adjusted mutual info for all factors that explan > 2% variance
groups <- as.character(unique(high_r2_groups_df$group))
ct_AMIs <- sapply(groups, function(g) calc_organ_AMI(high_r2_groups_df$factor[high_r2_groups_df$group == g], g))Joining, by = "sample"
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Joining, by = "sample"AMI_pl <- data.frame(ct_AMIs) %>%
dplyr::arrange(ct_AMIs) %>%
tibble::rownames_to_column("celltype") %>%
# dplyr::mutate(celltype=factor(rowname, levels=unique(rowname))) %>%
dplyr::mutate(celltype=factor(celltype, levels=rev(anno_order))) %>%
ggplot(aes(ct_AMIs, celltype)) +
geom_col() +
xlab("Total Organ AMI") +
theme_classic(base_size = 16)
AMI_f_pl <- high_r2_groups_df %>%
dplyr::mutate(org_AMI=AMIs) %>%
dplyr::mutate(group=factor(group, levels=levels(AMI_pl$data$celltype))) %>%
ggplot(aes(factor, group, fill=org_AMI)) +
geom_tile(color='black') +
# scale_fill_gradientn(colors=c("gray97","red"), name="Organ Adj. Mutual Info") +
scale_fill_viridis_c(option='magma') +
theme_classic(base_size = 16) +
theme(axis.text.x = element_text(angle=45, hjust=1))
AMI_f_pl + (AMI_pl + remove_y_axis()) +
plot_layout(guides="collect", widths = c(8,3))
## Save info on MI
high_r2_groups_df <- high_r2_groups_df %>%
dplyr::mutate(org_AMI=AMIs)
## Fix long names for plotting
all_groups <- names(get_data(mofa_trained)[[1]])
group_labeller <- all_groups %>%
str_replace_all("_", " ") %>%
{ifelse(nchar(.) > 20, str_replace(., " ", "\n"), .)} %>%
setNames(all_groups)
AMI_pl_df <- high_r2_groups_df %>%
dplyr::group_by(group) %>%
dplyr::mutate(mean_AMI=max(org_AMI)) %>%
dplyr::ungroup() %>%
dplyr::arrange(mean_AMI) %>%
dplyr::mutate(group=group_labeller[as.character(group)]) %>%
dplyr::mutate(group=factor(group, levels=unique(group)))
AMI_pl_df %>%
ggplot(aes(org_AMI, group)) +
geom_point(aes(fill=value), size=3, shape=21) +
ggrepel::geom_text_repel(aes(label=str_remove(factor, "Factor")), color="black", force = 0.1, direction = 'x',
nudge_y = 0.4,
hjust = 0) +
xlab("Adj. Mutual Information - Organ ") +
scale_fill_gradientn(colours = c("white", "red"), name="% var. explained") +
theme_bw(base_size = 15)
NA
NAfor (fact in as.character(unique(AMI_pl_df$factor))){
p <- AMI_pl_df %>%
ggplot(aes(org_AMI, group)) +
geom_point(fill="grey", size=2, shape=21, color="grey") +
geom_point(data = . %>% dplyr::filter(factor==fact),
aes(fill=value), size=3, shape=21) +
xlab("Adj. Mutual Information - Organ ") +
scale_fill_gradientn(colours = c("white", "red"), name="% var. explained") +
theme_bw(base_size = 15) +
ggtitle(fact)
print(p)
}
Expression of top R2 factors
for (g in all_groups){
fs <- get_top_factor_per_celltype(mofa_trained, g, min_R2=5)
fs <- fs[!fs %in% exclude_factors]
if (length(fs) > 0){
top_plots <- lapply(fs, function(x) (plot_data_top_weights(mofa_trained, g, x, which="top") + remove_x_axis()) /
plot_data_top_weights(mofa_trained, g, x, which="bottom") + ggtitle("")
)
full_pl <-wrap_plots(top_plots, ncol=1)
ggsave(glue("{figdir}/top_factors_expr_{g}.pdf"),plot=full_pl, width=12, height = 10*length(top_plots))
}
}
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Error: Dimensions exceed 50 inches (height and width are specified in 'in' not pixels).
If you're sure you want a plot that big, use `limitsize = FALSE`.
[90mRun `rlang::last_error()` to see where the error occurred.[39m
—
Visualize variance explained by factors
```r
plot_variance_explained(mofa_trained, x='factor', y='group', split_by = 'view', plot_total = TRUE, max_r2 = 50)[[1]] +
theme(axis.text.x = element_text(angle=45, hjust=1))
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuXG5nZXRfdmFyaWFuY2VfZXhwbGFpbmVkKG1vZmFfdHJhaW5lZCwgYXMuZGF0YS5mcmFtZSA9IFRSVUUpW1syXV0gJT4lXG4gIGdncGxvdChhZXMoZ3JvdXAsIHZhbHVlKSkgK1xuICBnZW9tX2NvbCgpICtcbiAgY29vcmRfZmxpcCgpICtcbiAgeWxhYihcXFZhci4gKCUpXFwpICtcbiAgdGhlbWVfY2xhc3NpYyhiYXNlX3NpemU9MTQpXG5gYGBcbmBgYCJ9 -->
```r
```r
get_variance_explained(mofa_trained, as.data.frame = TRUE)[[2]] %>%
ggplot(aes(group, value)) +
geom_col() +
coord_flip() +
ylab(\Var. (%)\) +
theme_classic(base_size=14)
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img src="data:image/png;base64,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" />
<!-- rnb-plot-end -->
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<!-- rnb-text-begin -->
Plot by celltype
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<!-- rnb-chunk-begin -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuZ2V0X3ZhcmlhbmNlX2V4cGxhaW5lZChtb2ZhX3RyYWluZWQsIGFzLmRhdGEuZnJhbWUgPSBUUlVFKVtbMV1dICU+JVxuICBnZ3Bsb3QoYWVzKGZhY3RvciwgdmFsdWUpKSArIGdlb21fY29sKCkgK1xuICBjb29yZF9mbGlwKCkgK1xuICBmYWNldF93cmFwKGdyb3Vwfi4sIG5jb2wgPSA2LCBzY2FsZXMgPSBcXGZyZWVfeFxcKVxuYGBgXG5gYGAifQ== -->
```r
```r
get_variance_explained(mofa_trained, as.data.frame = TRUE)[[1]] %>%
ggplot(aes(factor, value)) + geom_col() +
coord_flip() +
facet_wrap(group~., ncol = 6, scales = \free_x\)
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-chunk-end -->
<!-- rnb-text-begin -->
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxucGxvdF9mYWN0b3JfY29yKG1vZmFfdHJhaW5lZCwgbWV0aG9kID0gXFxzcGVhcm1hblxcKVxuYGBgXG5gYGAifQ== -->
```r
```r
plot_factor_cor(mofa_trained, method = \spearman\)
<!-- rnb-source-end -->
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<img 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8oYkSkyrKiiKKB7ynlKZVVV5dQbiUT49fLbnHSUf+RIJALs841EIvyy/Ho558svG/dKpnK+YtsggCiIgghCTJdKpI129Rn1gITVNaR7ZmZmbm77wJOiKJs3b6Y+uCSSZTkzM3PcuHHUKGHZ3/2/H37zwrsxoSU3Trv+pyNN0l2TSbobo23/CYIAMRyWIIkmh9X9SjfSfcWKFTU1NW+99VbSZ9TU7DNmKwBY+fKHU84sKszLNIa6UmEVnfSGMEC+02rkv0ylhQQBBFEQo8awYv7ta0qXhJVWpPs999yzatWqt99+OxX6obbezYgIh4836BOWijCwn3Bx6G0MEIqoGMAu09FRFqIZUtC3tc0keqjJX16c7bKewicBYewNKRiDy0ZBNFNUSEEYwEbH7+Pw96kQ9oqKAIBFuvPFf4+CERVjsFsoCC5fbRhW1M8JFkXzKWH3K01Id4TQL3/5y3Xr1r3//vtTpkxJvP1GmtkXCDNb5W1n/BS1lRq3WyRjZuFT48GI2kbJU9iIiIqCbdEYtvukN0SyFdFxT2hYv9hPgooxYEzFuLxBhXDwCONc2mM7TlkAUFSMAVMhAz1D7zT0+zT+3iqLxgyt49HZswIYrdLeBSrp3tpmjI38PQBgjP3serX3SMU400b5unGODK0JK3ouoST34XyVNgkrTUj3O+64Y8OGDVu2bDlVdyEjy855/KqHreNQ4zh2N2oU0eltSnVEanRliFE36wS06ugFuWVJezCDgk+Qv6cWTmRWAKtVcVl2DJhF5/PrjY6yj0zrNgoggiCCGDOXUGQCcn1AJunerrVr165Zs+bDDz9MwgvNyLI7bExiyGlvZwUtkmizSDZZov7GSqJGjVM+o3aLSCh5Y2cEACyyaJVFiyRaDX5+/VxRbct3UZoqifR5cwCQYZVlUZBEIdNGH0/hlAUAi8Qk3Qn3b5FEB42h5/P3cXl0TqsI6W5hkO78NottZD+1XrsskhkFTsZNd+uRqYduvSO06P/EtjGsf/7zn+eee26/fv3GjBnz/vvvG0tv3rz57LPPHjly5FlnnfXGG29Qa+9xSoseVjqQ7oFA4N577x00aNBll13W2NjYr1+/GTNmzJo168ILL7Rak4EVC9jD6iWFOfp/rdxxEw69LQpCBu0ug0hg09sZVnl0UdZxTxBjKMyw5TpO7QRlScxzMfnsRMQ6pbjcP4e/h9R4dD7pDtzj8t8j6p1gQkcWBBBFiGmYLIIgBIPBq6+++sknn7z++us3b9587bXXfv/994WFhdpebrf76quv3rx584QJE/bu3Xv22Wf/6Ec/Kisr47ck/ZUWCQvSgHTft2/f0aNHtX/r6upeeOGFF154oba2tqioKIkzonHwGECYMv6MwQPyu52Dz7ZbstlzIU2lgwRBEEAShai3SQQZALZs2ZKTk3PDDTcAwNSpU88999yNGzfeeuut2m4HDhyQZZk8bho5cuSAAQP27t3bCxKWSbq3yu12l5aWVlRUzJ07l2yZOXNmdXX1rl27qPsT0l2PbunV1NSEMc7Nzdt3sLb6UF2LLwAAWS5H6cCCUUOL3U1NJumuP7JJumvSk+6jJl1bF7Jljr5Uv4PSfOzEB49dddlUn8+n/cYvWrTIZrP94Q9/0HYLBoPDhw9fvXr1pZdeun379ksvvfS7777rBZbK6dLD4qjLPN11wB4AgCzLnJUCCOnOp6g1Dl7/MN7n9Wo8eiAYdntb/eBtllYOvvNI97hsd48j3RVF4bwLPZ10FwRBECQxBrxCgNVITU2NvuPvdDpjnj7Z7fYXX3zxmmuucTgcLS0tL7zwQi/IVtAjElaXebqT6gKBQHNz88aNGzdu3EhGxKhKhHTne7q/96/Dv35+Y0zozhum3njJGSbpnmC0l5PuAgiCIEYPcUo2u+zImTNnjva4CQC8Xm9GRpTDbXV19dy5cz///PNx48bV1NRMmjRp0KBBF110EbXSHqR0SVjpQ7pfeumlW7duzc3NfemllzpvBV23x2/MVgBQ8cpHF59VnJ/Dg8tM9REJQivsHr1VBIAzzjhDv47nnj17fv7zn+v3+uyzz0aOHEl+UEtLSy+88MJPPvmkFySsdMEaCOmuF1npCAAyMjIqKirKy8uLi4uLiooqKysbGxuBQbpfcskl+sNySHfyr5F0X7Vq1aZNm+bPnz9v3rz//u//TrD9IQURRJsqFWE1Oni8nuUHDz/UNuj/xTxn0zj18suGVV5Zvvj19jhhgEBE9YdVJlnWHRIEQRRBkqP/JAABLrroIr/f/+c//xkh9O6771ZWVpJ7jrfffnvfvn0AMHr06G+++Wb//v0AUF9f/49//OOss87q5vPpCKVLDytNSHcAGDt27NixY6dOnZqZmbls2bK5c+fyqwCAoKIx5RRfdirL7g+GWEfzeAPa61S81RMsS20zJOZDT62XXxbicfD8aHwP+6TKxuXRU2kV/2rw20yWoYjeIgCA1WrdsGHDwoULly1bdtppp61fv554GT344INLliwZMWLEeeed9/jjj19++eWRSEQQhJtvvvk//uM/qFX0LKVLwup20v3o0aNbtmy56qqrtLGA8vLyQCBw+PDhkSNH8hufsC97+0bEphowF1LXCyXGhcfxZWcfn+VEzufR+WWjyp96FJM4OzUkV7b9gifJ7vNaBdyrwekFCyCAIArRY1hCW14855xztm3bFlNk9+7d2usFCxYsWLCA3eoeqXS5JWSpy0j348ePz507d+PG9nGlnTt3iqJ42mmnxW2knevLrrHs+gl9DgYjDgBOu1X75BO2m9pF0uq1MLzVW7lwmenLznExB64TuY1bL78sxOPg40QFoTPK2i1xePRUWhXnanDKioIggCgKUX+CYNrLdLPSgXQ/++yzp06dunjxYo/HU1ZWNmvWrKampltuuYW1pLhecflsI8uen8vk4IsLo9gu7uoGCXDhrLIA1Ak9iShuvT1OifDoXa9Wd5no3xuxo+0xepbS5U3qdtIdAN56660HH3zwkUceIT42ZLC/k863kOEHP+mckUOK81VV6aR6TfUgtT4klKIzFGWVrz4kk3SPVWVl5fjx42+44YYPPvjgyJEjrN127twZCARYpDt5jsn3dM/L6xfLwZcUjBpW3Ox2dxKt3nkcfOeR7nGpcQ7pHpeS5x85adK9paUlHA5zoqFQKBHSvXzanHo1o2D8VfodQo3Hflj/kL+e+cns3UqXHhZHXUa6Z2dnI4Tmz5+/YMGCwYMHf/DBB5xWIYQ4jHVcb3UOB6+x7IFguNkbCIYjoOPg+aQ7n95OMdotpHs4HIZkSXf+keMS50mfUTgcTvrIUaQ7WTcnejihc1Z96zHqAQmrK0n355577siRI48++uiLL77Ib1XqpDvf0/3Dncce+dOGmNCSG6fdcPEok3TX1PtJd1EQolOUYI5hpYPSgXSvra29995716xZEzPLoevl9viN2QqIH3z5gAKTg+8jEkCAWP8+oU87JKdNwkoHT/fFixdfeOGFV111FZy6CBLFeipHxgmZTuQAEP0hrGtgcfDCwaP1+oTF94PniPiyA4DLKp9q8WBEbQqEMYYch8XIAURU5A5EMIYsu5xWy1vw36POE8HnkzC/16iG6I192nE0XRJWt5Pu77///qZNmyorK5NovIpwG1NOsQZt92W3SEYYmsqj+9l+8B5fOwevIBwIK8Dwgwe+L3tIIXS+iui+7BEFYQALbTGIRn+YJMoGX9hhkWN2aPJHiGF8kz8yIJuSsFLhwpOO6hzf6URVREUY0883fr0AgDE1qiLsJ24c0SBeImUBiENyNNYg9d1sBemTsLqddH/zzTe9Xi+hIgAAY4wQkmX56aef1sb4WdIx5TRXb6x7QSHOqXbszEe3CCEdaB6POOf4shsOYmgYU/oSGHDMD752QMQwV8dt337m8bk3PclFo94F9g7G00moXpaNfNR7xGPoGemqdeGcqG2i2Ic7WCbp3qbHHnvs22+//bpNy5cv79+//9dff3399dfHbaQstnqrU7s5kijY2L7sVJbdzubgXQ6b9mvM94MHLp/tavNlz2DUZZFEVncjy9FaJNNGcSPPajMyzXJYqN8sPjXO58KTjpJ3wSqJrIW8yPmyiiddryyJdotklUXrqc8oEARBEECUov60G8S4nu6NjY3XXHNNTk5OcXExecrUC5QWPax0IN1LSkpuu+22v/3tb/qNzzzzjN7EgyPWwgdE/PEL4+c1P4ftB98/iu3i+8FzZInny84Z6sm0yYSSpw5+OaxSscXBP0K3SOY6vndea/mfDY6EVsOGGNIdBIC4nu4AcOuttxYWFtbV1R06dGj27NmzZs0qKSlJ/jTSQ2mRsCA9SHePxzNjxoylS5cCwPr169etW3fXXXd19olTVZCXSeXgL/zR6aUl+aqqdkur9OKP06dbquqpIr0v4y1hAp7uJ06c+PDDD48dO2az2YYPH75jx44ubnsnySTd23X22WdPnjxZb4zNUeqkO58Lz8vrt7emdv/hVg4+w2kvLSkYPaykpaW5u5zXO+nIKbqndwvpzo/ySffEPd3PmTG3WcoaOOla/Q7+uh+++dOSKy+9xOPxcDzdP/7448WLF19zzTWvvfaaw+FYtmzZvHnzqDX2LKVLD4ujLiPdW1paEiewUifd+a7tXq9nYEHGwIIMjAGg9SmSz+fVPM4DoUizxx8KR3A0B9/jSPe45Dd0Duket95U6PwO8nQnFskx/VUVRcL79+/ne7q73e6qqqrBgwdXVVVt3759ypQpo0ePZrG7PUg9IGF1Genu8XjievVp6mzSnc+yb/669sFn3o4JxfWDN0l3vdKfdG9NWNF337LNbsvMjevpnpubm5WVRW4Szz333OnTp2/evNlMWB2mdCDdPR7PV199NWHChD179hQVFc2cOfOBBx5IxF6mi9XsDRizFQBUvPLRlPIBhbndjOmb6iiJIEiiEDNmL4sCCPE93YcNG+bz+UKhkM1mAwBVVTlLQPUgpQvW0O2e7gghq9V6+PDhu+++e9OmTbfeemtFRYV+FDNpYYCgogYjKmuw8FT94E80MNGzg8fqEz9yJ4kw9J6gotJq5kf58kfUw27/oSZ/SzDC2odzUIRjr2SCwhh8YcUbYrYZY0jaDJ7nrC8IogCyKMT8CRDf033IkCETJ0589NFHVVX9+uuvN23aNHXq1ORamFZKl6Tb7aS7KIr6dQknTpyIMb7nnnsqKipYo7Z6caZ9aH7hiOaZF8cPnsay8/3gtS+OduTknNfju6czov6wqtWb7YiFvPhRAAgqKsZ0H/oGX4ikjEZ/2DijCAOEIipmeNi3E+cWicqCcK6GP6IEwq2zAoxt1jH0dNSOM98grCJ/25GNnohkYo4UQ7qLCXm6A8Brr712ww039OvXLz8/f9WqVeYiFB2pbifdjSovLweAI0eOJJKwMHu6IJ8pb+fCOYeN8YPncfDtFuFxOXjjHMbYKMc9nR3VmkdtJ+ZH+T7x0RdBiml726QB+oyCuMR5ApQ8vxvFRNbZVerM+ykSBRAFwRKd6SyiSLJqXE/3/v37b968mdPgnqh0uSVkqctI93379l199dV79uzR7ylJUllZWSLtlESRtfCJw9LqgE7t5thliTDWdhqtbpFEQsnrWXaHlcXBY6eOg287ssByXhfjeY2zzogfdVplSRQkUXDRTIcdbYQ9NSoAcDzsNYbeZZWNNKYgAMfDnhDnNllKgjh3WCSLJEqikEFrsygIdlmyyvR5DsAl+62ySArSXflBEEWQJEH/Z84l7H6lA+k+ZMiQysrKn/3sZy6Xq7q62mq1BgKBxYsXJ/7ckCVRoH/QiQQBXHw/eEMi68f0gxcG9m/nwuIeuZMkiwJ1NrUWzWFHgeumkOOwZNgkhJl8P9+JIWniXBIF6t2rfofY7l5i4jvrC6IgCWJsD0tg3cT3CaVFwoI0IN1tNtvatWsnT54sSZKqqg6HIxKJpOeDlfycDCoHf/644UMHFapKb/aD50xC7H0SBBAFiOkRSsmlxt4ik3Rv16JFiyouE2wAACAASURBVLZt2/avf/2L/IR9/PHH4XB4+vTp1J1TId1T4cI5HPwZw0pampP3g4/LoyfNlKfi6Z6K43sqZePS6qlQ8gmS7pNn3RSy542ZfkNU8eOHNv/ujqZjP1CL93qlYw8iRl1Gum/YsGH58uVah/viiy/mtCoV0j0uUw5cthuiOXgMmNwK+X1erd5gKOLWOHirnJ3hdNqtcb3VOa0Kh8OdxMHHJb+BezU6ybU9RVq9Q0h3EUAUIOaW0SL26amaPSBhdQ3pHgqFjh07VlBQcP3112/atMlut99yyy0PPPAAoSuM6l7SnR/d8m3dff8Va7665MZpN15yRuKkewy4YJLuMdEuId0F0fBwQxT7tEdyuiSsbifdCW63YsWKBQsWLF269Msvv7znnnsikchvfvObrr8aqajFGzBmKwBY+fKmKeUD8rOdcY8QUtCXPzQcdgcUhEuyHReclsd5aHCqQhi7AxGEIcdhMVJLERWd9IURxvlOK8temW/g15skCCCJgiX6saCl6z2e00npkrC63dOd3HpcdtllK1asILvV1dWtXLny0UcfZXWyEhexDGY9peLzUHyFFAQAVt1X/0QjE0yrOXIyP/s08rrV0x2DyxZLYH5e0/CD209eH20OfFx98orRA6jNZrVZUREIlAFyhPF3dR6CWVokcVT/TP3zvrCKvj3WHFYRABxq8p85IDsmUfrCSoMvDABZdksO97GdUYGI2uALkUSp4RGJi7ikJpErwgpq9IcRxtl2C5XkUFCrNbMxJIIgGhayl/q0pXvaJKxuJ93Jdv1t2gUXXPD4448fPHhQ803miEN+R1SNZacwClRPd704nDSVZfcHmX7wLb52Dt4TVEKKSo6vpxAUhLVsRdTgD8dMheG3WVFRG/kde75N/ggJAelMeUMl2e1TNU96QyRbEdV6gsNtUfMiG3xhgm66A+EMm0RNiJhxrep9IRUhAKHRH3ZaZWPnLhU/eM673+gPk5+rRn/YYY21cFUQJgw9wthmAMQEkUK6U9YF6EtKl4TV7aT7wIED7XZ7fX37XDwyvG218qAhTRzSXUczU9nuNgKbf2RuKMpknT1djsrBx9Db1GltMfMgdR72lF6WlnKMLY+pK2ZqnhodRSim0qjiCFGoZxyHKRd0DaO9U0n7wZNj0t99XZsxxORJ/mwEsky9JcatoU/nK5N0b5MkSZdccsmGDe2rAX722Wd5eXkDBw5MpJ0c0p2A7BZJtNJuLUVBsMqiVRJZP5wym5O20Vh2G9sP3umwaj0IcicoCrGe7nZZzI2+23JapFxn1BbiQ2+V6Ey5RWqlt41MebbDor/3yYsmSPvF/Bvt4CzoSHeHhb4CDYcp18o6aZQ8pOYHLxlu3Iz1umjdOt21ot0SCoIgCkbSnbyJcT3diU6ePFlQUPDwww+zduhZSoseVjqQ7rt373733XfBcFNQV1end0pLQoIA/OX5JCHJUQmRxrL3y2HaywzU+cFbJLEfw9N90tD8j6tPklULnRZp0tB8YzIV2W0WAIx3N0RWSTy9IOOEN4Qx9HNZY4aoXFZ5dFFWbUsQYVyQYct3xfZt85zWDJuMaXdPcZXjsLisEk7WBZ/vB8+RyybbLRJm+/pzzkUQQKLNJYTEPN2Jbr/99m5fGLgDlRYJC9KAdC8tLf3000+3b9++evXqmpqa3Nzc0tLSuro6FvyZttJx8FG3OOeVlw0bVKhEmMYsmvo5rf8xpviEL4QxFLisSc9oocphkU7LZT6pzLZbsrkj4kkvugEpTM1JUUksc0tEDPxiunVkGCyupzvR+vXrGxsbtWHfXiCTdKersbGRIBSEhzCKT7o3NTVhjFPxdE+Rg/+u5tj+Q3UefxAAXA57aUn+6LKBqXDwqTDlvZJ053D/caP8ejXS/fK5vxSz8n9y7S/0O5z4Yf9/L7nh0oun+Hw+bZEno6c7ANTX148fP/6TTz6pqKjIycnpHXeF6dLD4qjLSHf9SPxDDz00cuRIVraCeKQ7nxpHCPFJaIhHuvMJe6/XM6ggc1BBpv5hPOHgSb1tHLyCAdutclZGfD94PukeiUT4HvZpSLqn6MvOeffjku78snpPd1EU5eihT4xUJRw6cOAA39MdABYtWnTXXXeRJ1S9Rj0gYXWZp7tW49GjR1evXm28RdUrnUl3vqf73/9df88f34gJ3XnD1LlTR5ue7olHu4B0F4E4jkbt4HQ4MnPz43q6b9iw4dixYwsXLqTW0nOVLgmr20l3vZ5++ukxY8bw5xImrrCK6n1hjHG+y2ZjLNHcZfL4gsZsBcQP/swBBbmpeun0UGEATzCCMGTa5fThnAQBREGQhKjPDLHvi+vpvm7duv3795NvTWNjoyiK1dXVr7zySte0vPOULgmr20l3TX6/f/Xq1c8880zijUe4Ff8zkoEhBX1b20zQwWMtwTFFWUYbP0JLUoeTEca+kIIBjI7AibSKPOnTlz3RxMTW9h85UZCb0O0DxtgfVjGAwyIZW6WSNmNw2SgP8gFARZjz1MzI7ico1Favk1EvSxhDdb3XF1YAwCKJpxdkGIfnwyoi3C/1uCrCGDCLbAgpCGHMyoT66esxEgBEAWLaIokAQrun+7x589577z29p/vo0aNHjBjx+uuva0WWLFlijmF1sLqddNe0adOmQCBw+eWXJ954vU95ZvRDrjpvMNJGb0dUdNwTLM2LanBIaeXCkQWMpqPeoEKYcoQw1feOw2e3s+yonWUPBJgcvMcX1P/LmU7kaztfqse5t71elGcgJzSXeptMYam0q6FiTHW243D/3pBCWqUgnGdAIoDNo3tCEZKtyFk3+MJFWXb9Du3O67RWaWdklSm8RUhB5OAqwsYpmRpDb5VjjfqA9LAA5Oj2SgIIiXm690qlS8LqdtJd0//+7/9OmDDhlGgGnYt5bCgG5kaGPfhe45wjt5YCACafTWHZOQ+FEUJRUQyYAX/zXer5bW4/Xyr3H8+HPhF/dJbzOotHj2mnaijOJ935bW6/VowmccoKQuvsHP1GrS8W19Nd08qVK2mV90iZpHustmzZcv75559SI52aT7kR43RGdTGMrCZBqK2SSAUICY/OchMHri87lWXncvA2fU9NlkQL4y7UyfVld9lkURAEAahtJi71VpnO/RN2X2b70HNYdpdVIuebaadfKxaPnmGLYt9zHbG9M/IGsdzxNVqdOkBpl3mO/pLQytDT4XtotZfR/4lislhXr1Ba9LDSgXQHgEAg8PDDDx86dGjlypXvvvvuvHnz7rrrrkRckjk+5Vl2eVT/zOMtIQBcmGk3egwIAhjXd9LE4dHjilo2L5t5Bz2oKKpTyRl65vuyWyUxP4PXZuo0FK3SpH3o5WSvlSwKwwsy6r0hhCHXaaEut8V5jyAerc435+Ew9CQgGW4J+7LSImFBGpDuAHDnnXe+8847APDkk08WFhbefPPNwWDwwQcfTPHUch1W4492d6lfNp2D//HYYWWD+yfCwfdKWSWxODvtlvgWBEEShJiB/j5uL2OS7q1CCGVlZd1777333nuvdpAvv/ySGPsZtXPnzmAwyHLmPnnyJMaYOreLRBFC2tLWXRatr69XFKWwf9HOfx/cXX2k2eMHgEyXfWRp8fixQ91NjYqisCZOkrKdEW1oaIhEIp1Rlh9tbGwMh8NJR0Oh0IABFJswAGhqagoGg6xo3LKKohDSffbNtzv69b/8xvn6HWoP1fx24Y1HD+6nFu/1SpceFkddQ7ofP34cY2yxtN+y2e12zoJKCKFIJKK3o9ErHA4DQHJRQo13RtlQKAQAjQ31Q/pnDOk/EmEMuHVM193USKL19fXhiOILhCKKChgsFslpt9qsFkK6c47Mb3N6RhFCyUUJJc95F1RVTa5VkUhEM4wkq+bEjG716RGsHpGwuoZ0z8jImD9//nPPPTd9+vTRo0fv2LFj/fr1xH2UKlmWs7Ky0px0RxhAx/jEuLbHiES/+K7hP59eFxNaeuO0G6eO7pWku57RO6VoXNKdVTaRKHndCo7G3hL25TvCtElY6UC6P/XUUydOnBgzZozFYolEIsuWLVu6dGlXX4gOUkhB//yhkXiHDsiyn39anssa/732+kPGbAUAf3x50+QzB+Sn3yhP75YAgmAg3SWhT2esdElY6UC633fffVu2bHnttddGjRq1a9eu5cuXFxQU/OpXv0qk/an4sneG/l5Tf8gdIK8PuwOfROpnnBHf1eskm4M/cOSE5gefujh+8BEVsVyrMEAwomIAO82aGWPwRxSM6fw9ACCEcbJmLyEFER+uJObtcFh2vgQBJMNcQrOHlRbqdtL90KFDTz755Msvvzx79mwAKC8v93q9d99998KFC+P6nyGMyYSSJHzZgUurA0BEQQAgx875aa8aDIsjRFSkZSuik75QSyh2RWgjy87zg/cGsAFAZbaZTcnz/eA1phzJ2Oh6GIyorbMCaNS4P6wE2Py9irCfTdi3thnTr7NGqysYZ9A6qoqKMWDq+cb1g1dUjDG20JrUhjVE3xL26XyVNgmr20n36upqhNAZZ5yhbSkrKwuFQocPHx41alSCZ8HwCufx5cCn1dle71FHNixtYNwzolvfoa1saxVa4Xh+8FENA06Pkk3J8/3g22l1ahsYPvSnFGW9F21XAxupAcRl2UkpjBnn287fM8pijAGojvACCKJoGHRPd9a7c5XuZ99lpPugQYMAYO/evdoW8joRT3dREAgMzbrd4PiyA5dWF9os4Vn3E1QveYdFyjH6shs6HRYDy26zMjl4h84Pnt9mAJBlJiXP94O3yiKJGqdVAoDDIlkkURYFJ62bw+fv2wl7BuRJCHvqSWm0OnV6I9CupCbND57ld9p6rWiFBQFEECRBjPkj+8b1dN+6deu5556bm5tbVlaWipllWiktEta2bdu++eYbwaDq6mqNdK+trf3oo48WLVqkke5ZWVmEdH/55Zd37Nhx2223bd++ncyq0Uh3jDEh3Tdu3Hjo0KG1a9c+++yzS5YsMfLrw4cPnzp16u23315YWGi1WktLSx955JG5c+fGjKyxRCbQdPylafXJPeVSk0rztVF2h0WaNDTf+J0wHpnDwQ8uovtnUiVwQXnjky99QYdFchpML7SCmTY5y05ZgRUAJFHIcVpznVaWjbJVFjmDUOSRHCuUYZMzDQs4xuzDkiwKrHQG3GtF5hJKUtSfKAIIAvF0v/POO+vr659++uk5c+acOHFCX7ahoWHGjBn/+Z//2dTU9NJLL912221VVVXMJvYcpcstYTqQ7uPGjfvkk0+cTidCqK6uLhQK3XLLLZ1+5p2jfJf1P8YWn/CGEMaFGbYErdD7tfvBR+ncMaXDB/cPh0Od0FJTTAkgiCDEDFpJkJCnu6IozzzzzMyZMwFg0qRJxcXF33//PWcKbU+RSbq3KhQK5ebmLlu27Ne//jUAIITOPPPMUaNGvfnmm9T9ey7pzmfKYzj4DKd95NABPx47rPM4+FRI9xRp9fQk3VVVJQ+vb1pwR27hgDm33q7f4eD+qttmzZg+bWpDQwPf013Tnj17JkyYcODAAdbHtQcpXXpYHHUN6b5ly5ZAIDBlyhRyZFEUr7766lWrVrFa1XNJ90Q5eIQBMPEXdzc1anx2OwcPYJFbOXj+kXsf6U5c27uGdI/xw0LhYMDn27Vr1+DBg7WNVE93ogMHDlx11VWrV6/uBdkKekTC6hrSnUzK0a/zXFBQ4Ha7Gxsbqd5YPYJ0j1EipDvf0/3/qtzLnnwtJrTkxmlzU+DgTdLdGCWvCTgaYyfjdLnyCwt/8Ytf8D3dib744os5c+Y89dRTBK7uBUqXhNXtpLvH45EkaceOHZoZVmVlJdne45Ym7CT5/EFjtgKAlS9vuujMovxs5mqDaSIMAPT15NNXAkAMKEqoi7ie7gDw5Zdfzpkz54033mAlx56otHhKCG2ku17aQExGRkZFRUV5eXlxcXFRUVFlZWVjYyMwSPdLLrlEf1gO6U7+1Uj3zMzM66677vHHH//iiy8CgcCrr766ceNGANBPh+YorKKwAXQiQhh7gpGWYERloDhhFRHu1KhgRD3eEqxtCRD4MAlxnDt9IcUbUlj+nEadbPKyQtWH2h9R+cPKYbf/UJO/JXjKZjUYIBBR/RGV6xrKLB5U1EDE6BgKANASjNTU+/bXe+u9Hf/oIKSgIKPeVCQIIBqWqicPUDVPd4TQu+++q/d0J/4iPp9vzpw5r7/+em/KVpA+PaxuJ90BoKKiYs6cOYRQPe+88+67776lS5cm0r3i+7Jr3uoI4xyDMZZWFmMK293oD5M01+gLF+c4WG7F1OfxfKZc82VHCGcZEC2gseyBEJODd7f4tW9rvS9MWtXoD1PXzuBQ8nyWXTsjqywa8YSgorZS8hjHTJzEGE54WvOUOxDJtFuM7qCtpDtjmQmWHzwkwMFjAMCYNSuAkO7UeoXWHlaUyL9xPd3ffffdQ4cOaWOyAPDYY4/dfffd1Db0IKVLwup20h0A8vLyPvzww6NHjwJASUnJgw8+ePrpp9vtduOeMUrU45zWi+I7oEfR2zQamkq6t4a4TDmfCwcay87vi5GW4OjdEMbUqSSsuYT8VsU7o9gX7aHojia1q9taIWuuAsMPHhLg4MmlYd2JYu3C0TKWKMROftSGtPie7rNnzyaTzHqZ0uWWkKWu9HR//fXXt2/fXlJSUlJSoijKK6+8ovXm+NJIaKqrN/E4FwW6LztxMbdIItUvPKttDZ5Mu0z9iaaS7kSiIFjZTLnT2uoWT+XCgcay2yzMnzeH3Up2FnRtdlolulU5m5J3WCRCq1NZdm1GAbUbZJdFwsEb3dMlQchsO02bTLdXJ6Q7c0YBww8e2t59ar1EnPMFPulOqFKDetg4XIeq6xLWlVdeSbn2glBdXc0p1Rmk+5133vnwww+LohgzzL9hw4Zp06YNGDDAarXm5eU1NDQkaC9DPL9dDD6beJznZ9ioc25FAVzssll2y4Bsx4Bsh/FeMhFJbKZcFoVcpzXXaWVNGTGKx8EPaL9xznNai7MdA7IchRnxO6cxEgUhy27JZrDswJ1RwOfg+2fZi7MdA7LsA3OczHkwSSUCwsGz6o1fnEu6iwJIgqD/69sOyV17Szhs2DD9ow2ikpISTpGCggIW6b5gwQK3233TTTcZSffFixffeOONVNL9zjvv3Lp164kTJyTDqi3nnXfe+vXr7Xa7JEmFhYUHDhzYtm3bjBkzOvYinKqS+xp0hnKzXJdNOuu9rbF879lnDBkxZICeg08QrO9i8ReSSEORXBa7kGq6fBy6R11HuqcDzg4ATz311LZt29asWZOfn//EE08sWbKEbMcYl5aWXnXVVX/84x/JllmzZh08eNA4TECUnqR7fX29qqqpkO4JcfBVh5u9AQBwOWwjSwdMOHOY291kku6aOop0v/2OO/sPKLn19jv0O9Tsr5476+r91b1hYmASSpdB967B2evq6mbPnk19VlJVVfXDDz/oB60uv/zyG2+8saWlRf+QUZOqqmlIusd1XueUTYRWb+PgR0Vx8O4mvR+8PxCOKArWcfDpSbrH5dE7iXSPW7a97y8IgiiI0X0qoW93sdIlYXUNzu5yuVhrPn///fcAQO4oicjrqqoqKjhusVj6IOnOZ9m/2t+y5HevxoTi+sGbpLsxSl63YQ3RTwn79BBW1yasbsfZOWIRW3xswpQmXyBkzFYA8MeXN00aW1SQcwocPAcC6FOij2Gl4/Bg16lLE1Y6GLd3ktg4VEqKqKg5EMEA2XaL8SEjwjgQVjEAy0CKWI9Sh+1VjH0hBWNw2ViwJFP+sNLgD2MMuU5Lpq0VYqh3Mzn4qkN1BTmliRzZE1IafGGEcY7DksdYXDq5dBZWUZM/jDFk2SlrO4cV1OQPI4yzHRYqUdGpYgBerQZ+Me+swDSm7hPq0vcmHXB2lnJycgCgublZ29ntdmvb+dJ8u+0WiQpDk1kbLO84Dvnd5I8Qa+NGf7goK5YS8IXUVoaeRqtHVBRsdROnuJh7gxEyH0jFmJoaOL7sGsve4As7La0se4DtB+9u8ekf7bDOF2M46W3n0TNscszTRgwQiqiY7Z3P8VZv9IXJGTX4Qg5LLNnQ6NeiYTsNi0IYY7YrP6deflmyrAYAUHE5gQZbJMde9Bp1acJKB5ydpREjRgBAVVWV5tqxb98+SZLIdr60b2McT3dWwgKApMhvhFud0+lcuNYq2oTCdi6caTZO92XHmM6yx3vcHGsJbzzfmHYaTwq31cG5ziwv+XYenbQ5+r3Q18Uwm+edXqunO6OjxCmLda2iSKC4NYhpg7l0i9LihrgrcXaWhg0bNnz48A0bNmhb3nnnnUmTJjmd8QdfJFGwyaJNphPYkIKne6ZdbntBme7ntEqSKIqC4KS6mMsiYeitBuIMAFxWWRQEAj3S28zwKRcEOsvO4eDt9ig/eBb5rZ8MYJNFm8F8ne8HD1wvea3NGTSnYy1KnfwIABL3HZTj+e6zypLZCBYGuy+0rfSl/2OBo3Et3nuHuq6HtW3btuPHjxtvBKqqqjSc/aGHHqqsrFyxYoWGsxcWFhKcfeDAgWecccbzzz+/ffv2P//5z6DD2QcNGkRw9rKysnHjxn322WfPPvvs8uXLjcbtALBz5063271mzZpQKPTWW2+dddZZADBhwgS73X7//ffffPPN//73vz/77DOCTXzyyScJnh3n05yKXFaZTPigfhsskpjLGOgBAAHAOJtak1UW8zNsnKo5dx55TmuGTSbr9Gkbc7KYt+2nDUjUD74ww5ZpkzEGh5X+9F4UeKB36+QgmjJsssMiYcaIHokizLyt44tTb1xJ7DMipLuhh0WpjFi8P/nkk9dff/3mzZuvvfba77//noUB9mh16S1hOhi333rrrTt37iSvv/jii4suuggAampqhgwZcskll5SWln7xxRcY4+++++6NN96YPHlyJ16OxJSeYxZGlj0v20X1gx836rSRQ4ojkURNXVgz8lIXf5UQSYx1T+92CQACzdPd2My4Fu+9Rl2XsH784x8fPHjw4osvpkZjJpePHTu2ubmZvLbb7RUVFRUVFTFFAoHA7NmzNdL9qaeeeuqpp4xHPnLkiP7f6667bujQoUbSHQBeffXV8vLynTt35ufn/+pXv7rmmms4p4MQCgaDrJVIfD4fxpgTRQixol6vlxP1+XyqqiYX9Xq9iqIkF/V4PHGjTyycfu1FoyqrjrS0cvDWEaXFE84c1uxu4peNRCLJRVtaWpKONjc3pxINhUKcaDgcTjqqH/IShFhSFGHk83rffPPNqVOnaqO0e/fuHTlypLbPiBEj9AvW9SalCzja7aQ7AHBCRnUX6Z6Ke3rqpHsCfvCZhIPH0PpcrNndpJWNKCrxg8cYJ8jBd55bfM8g3QGk6BH5SCjo9XrfeeedsWPHagnL5/M5HA5tH47Fe09XuiSsbifdIbE1UzWZpPupRnce9N7x25djQktvnDZ32hiTdI+JktcCeU4b/YzR6XAUFRW9+moUo5uRkeH3+7V/WRbvvUAm6d5rhTBuDioY42yHhbl8aFcpEAwbsxUQDv7MAfnRiBkHDfWEFIxxhk1Oq6G9znKLJ6wEinbHxshIQSRi8d47ZJLuPVgc0l3FeG+dJ9AKjoojCzONz7+I8SZnKLoDp8hwOPjvDx7PP3MIee0NKfW+MABkOyy50SgsxrC/wesNKQBgk8XhBZnG5338MyJG8cnZ9SCMMaYfuSUYqfe2UvIF3AevpyySsHC0Uy1GRmpLs3ifN2/ee++9p1m89z6ZpHvHiMOFQzwSms/Bc9zEOaR7kz+srVsRUlC9LzwguhejIBQIt9L5xoZhDCGFx5Rz6HxqlOMH3+zxk5seDHCijXRv8oczog1LPaEIyVbkjBp8of6ZMWeEA2GSzihkPz8KXOd1FWE/o6zeLb45ECF4RExxzjsImpc8HePCgBGo0T0sldLDYlm89z6ZpHvHiI95x+Gk+Rx827efWZAGhcfYlhtdzLUSLPf0OEw5AHB8yg1RzOLpW2vBALGsvIpBn4MTOCOuH3w8D3uO8zpnvkFcOh+4fvCUQ0QfDjACHHNLSF8/iWrx3vtkku4dI8KUs6KEwGZGuRQ1h5N2WiVJFKike3a0pXKuMxaUlyXRKotWmc7B8/3ggUvnU6NW9oxiu91K2EhR57xul2MN8jPtFv01NHpGWySRUONUZ32LJHJ894HrvG6RRJssWSU6fK/R+VaJ7hbP8YMHAJnnJd82hqX/YySsPiKTdG8n3bdv375mzZr33nsvFAo98sgje/fuvfbaaydOnJjIwjn8AddUSGiOZDbpbpfFUf2zTniDGENBhs1lyBcCgPHrpxeHwE5COZkJcfAFGbZMm4wAHJZY0l0WhbL8jHpfCGGc57RS/Y75Z2RLAUml3kUSFWXZ/WEVYczyzOBLEGgkaKswYBQ76I5QnP58r5ZJureT7ldcccWxY8dIyO12P//8888//zwJddIF6VS5rFJpHm/sryuVm+Wk+sGXjxg8auiAUDCobeFMJ7LJYkm2gxXtRnWWWzw+hVvCPiLT072VdI9EInl5eQsXLnziiSfIlpkzZx48ePCrr76iHqfzPN3j+rJzonGPnKKne8p+8DXfVh32eIMA4LRbR5QOmFBe5m1p5rin8x3fU4l2l6d73Kjm6X7XotsHFvdfumC+foeq/TU/m33j99X7qcV7vdIFHO120l2SpF27dmnjaAAwePBgrS9mVCqke1zX9qTJ71Qo+c5j6HV+8JlD+p+h5+BbUuPgU4xyiPPOI93j8ve69ZwwYISju1QYVJYbTV9QuiSsbifdRVEsKyvT/lUUZfPmzdRnmkQm6d5RUcKyf3s4cPtjf40JLblx2s+5HHzvJt0xFRxFah/OVybpztCKFStqamreeuutDjv5LpeCcL0vhDH0c1m7fqHAU4JOA8Gw8vBVagAAIABJREFUMVsBwEriB5/wuJWKcNIWMekozBh078MZyyTdKbrnnntWrVr19ttvdxQYEVYRYN6Tpg5XWEXfHmsOqwgAjjQHRhdlOQ2D2WEVYQxWBvodURFmLImqWRXbZQoOSXzZgUarg45lz3FYctqiDc0cDr62oHwo50w11ftCpN5Mm1zcoWPzfD/4RJTsnAFz0D1WJukeJYTQL3/5y3Xr1r3//vtTpkxJsBRwSfeg0uqtjjCmPgJTMQa2XzifKQ8qKmCwGRLHCU+IZCvStuMtwaH9oq5hSEGBtlYZ6aGwivxhFQCQBeyGPBuMqKSsinFGNDCh92U30uoYt7Psjf6wqy0aCEaoZwcA7ha/vjvB4tEVFZNsBQCekOINKUYnVQ7LDlwevckXDrf5wdstjlNyfI/rQ89rFbklVKOn5iAOadr7ZZLuUbrjjjs2bNiwZcsW1lAOS9rkEopVeTsnzSrLpcABgPH7jLFWL45heZToyhRD3YjbKp1LPctLHoDmBx+DeqsY67tYBi6cXiq2MfpaGDy6aqiXdiAmyw5cHl1/tFN2fG87Z4SB3pXltQoDoo1h9eGMlRZ3+2lCuq9du3bNmjUffvjhqWYraCPdqR87myxaJEEWBbuFfrWTdnwXBOJ9TvnpzotG2/u5YvlSfqusXC7cLkuyKEiiYFwRSxIFDVI1+rLruXC7LGr3yDw/eJtV7xHM4tFtsqj1XmVRyKCB9RyWHbg8us7D/pQd3wUByJwB1qRrXqswBkCA1ei/qA5XXCv3rVu3nnvuubm5uWVlZafKAKWhTNK9lXTHGN97772DBg267LLLGhsb+/XrN2PGjFmzZl144YVWK9M3XROHcBYFwQiad5RYn/Usu2VkYWatJwgYCjJs/QxAPL9VgsCDISVRyKItikHUP9MWiMgIg5Pmy051bc/JYq70cVpxon7wg3IcnqCCMM60s347klSKju8pzBmgDrq397DiWrk3NDTMmDHjxRdfnDlz5tatW6dNm3b++ed35ZS1DpdJureS7m63++jRo9pudXV1L7zwwgsvvFBbW8uiB9NceU4ray3Szhbfl90Yzcmkc/Bjhg88o6wkrOPgORIFIdswxt9R6h7Hd0xu+2NG2duxhrhW7oqiPPPMMzNnzgSASZMmFRcXf//99z06YZmkeyvp7na7S0tLKyoq5s6dS7bMnDmzurp6165d1OOkQrp3HsueIunOb1XSpHsixHlh/6Idew5UVh3x+IIA4LBbRwwpOu+ssha3O+kjdx7pzqfV3W53IBBgReNS8hrpvnT+LwYV5iz5xRz9DvtqDv30+gUVzzw7bdq0F1988fPPP9fWplu0aJHNZvvDH/5APfKePXsmTJhw4MAB1oe2RyhdwNFuJ91zcnI0YI9IlmXqTSVRip7uncSy90Q/eI2DLy3KKi06AyGEAdo4eLfGlGscPGAsdxAH30mke9wjJ0y6I0AIkKLfIej3eX2+N998c8yYMYlbuR84cOCqq65avXp1j85WkD4Jq9tJd02BQKC5uXnjxo0bN24kg2VUmaR7R0X5ru0kuvto8LZH/xITWnrjtJ//v7G9mHQHjDHGOHoM638/+dwfCG7ZssVut48bNy4RK/cvvvhizpw5Tz31FKGve7RM0j1Wl1566datW3Nzc1966SX9ymN8hRSEGZiVqRh5Qwo6FV/2YChizFZA/ODHDuiX1aGuxGklTHEcveKiiWvffu/Lr3ba7fZt27bFtXL/8ssv58yZ88Ybb7BSZM+SSbrHatWqVbW1tVu2bJk3b57b7V6wYAF/fwxwuMnvCSoAkGGTB+c5KSgWAHSCI5Y/ojb6wgA412k1PvLzhZVGfxhjyHVaMm2nNhrNZ9khgTNiIGnxfdmN4nDwe2tqzy8fov0bURHGYEnKtj2VhSRUhDHGMu0ZIsLYF1IQBpdVMu6AMfjCCsaYDkxgDAjh6FtCu0WSJIkMrrGs3N9+++3Ro0ePGDHC5/PNmTPn9ddf7x3ZCkzS3aixY8eOHTt26tSpmZmZy5Ytmzt3Lr92X0gh2QoAvCHFG1Qy7VFXFWEcUhCwWWeCTbK6GxzSvd4bImVPekOO3Cj3OAztxHmDL+y0UL4PHMKew7IDAMYQVFTWGXH84FuifdkbfeHCzNj+kZH8DobYHLzHpz010uh8G43dpx5ZE8K4bcEOiZruOBy85hZvxdjoIOgNKWSeg4JQP1fsyfrCCnGLj6gozxAFjDFGOLqHhZGqnTLLyv3BBx9csmTJiBEj3n333UOHDunnbDz22GOJL76ZhjJJ91YdPXp0y5YtV111lTYKUF5eHggEDh8+rF9T1yiyFoug+zdmB+1/pj8639MdABi9FZKtyFFjDh7z8BdhbHwqz3lArKHndGIcdFFjt4DtBx9zcZSY9WB0rdKXM/L00ftrbY59QT00nTaPt0sizvrUa8Xxg4e48w0AA6IuQtEuqpX77t27yYuYBdV7gUzSvVXHjx+fO3fuxo0btS07d+4URfG0007jF8ywyRoCKUtCht0AfwsCAcdZNKMkiqyJhMAm3QUBMu0WABAAXIYbCj1T7qCtiwMAMrtejWWndlVEQSAcPPWMOH7wmTY5ypfdTsHEKH7wPA7eonHwNkm0SCJnRgGHKZcEgbi2s9BQDstOJjkQj3xj1GVtHaqjYrrElV8QwDjzEaD1lhBUJeoPKX15ao5JureS7mefffbUqVMXL17s8XjKyspmzZrV1NR0yy236B8bUyWJQmk/V5M/AgC5Tvr4SceC15r6Oa2ZVpncfBmj+S5bhk0GzDMdZjWLz7JDvDNisd0WSRyW76r3hjHGeS66L7tR2ZnMt2BIcftDekEAVwpWxbIoJD3MyLnCFknMz7CxenayKBrvE9uFEOBYrMH0w+o6pTPpPmTIkLfeeuvBBx985JFHyMB/RkZGRUVFIudlkUTjWEzXiG9ZY+cuytAtssvSwJxT837JyXRe9pPy9/7+Tcz20WUlo8sGBgO+jmtdZyn53yvjGJbap+1lTNJ9ScwOlZWV48ePv+GGGz744IMjR46wjsMn3evr6xFCyZHuqbDs3UW6d57zeqsffGH/7f+uqfz+iNcfBAC7zTJiyICJZ5V5Wpp7H+muKMrEiRMBYMncmQOznYuvna7fofrI8St+9buqQ8eoxXu90gUc7XbSnQghNH/+/AULFgwePPiDDz7gNJhPuqfIhXOivZV05zPljY0NQ4uyhhIOHoMkiQDQ0uzW+8H7A6HwKXLw6e7pjgEjFatRt4RYVcxbwu5XmpDuzz333JEjRx599NEXX3yR32CTdO+oaCKkO9/Tfe/xyK0Px85JWHLjtHlcDr4nkO4IDKQ7xqZFclcpzUn32trae++9d82aNdT5Daa6RgQTSZz9DIYo2QoAVr686Sdjigqy4y+Cm7bCxKohuocV+28fk0m6t2vx4sUXXnjhVVddlcSp8TnpVCjqThLC2BdWANNN6TCGQEQhrlVUFCCkIAzYJlMcr+JXjTACTKUE2n3Z7XJxFmVs3siyN7YwB9331hwrOCshP/jUlaxre6vTKYO3wMbJz4BUc+XnLlI6k+7vv//+pk2bKisrT+mMiDRO2mGhfL21qN0iUVFpDkUNXNIdYwipdE/3uEfWCGwV4RyDbZYv3BbF2Mg3BCOqv60sFS9SVIyBbnenceE2OfYRZ0RF7b7sQcVnV2IOTmXZg6Ew5cwBgPjB677anFZBIo7vHNd2RcU4Gdd2HWFP47wwwhgbSXfzlrCLlM6k+5tvvun1egkwAQAYY4SQLMtPP/20NvzPkh62Nt7KoDa7dxZnjZIi3YEw5RgAAAEFZAcun63h41T7c45rOyTAlJN6GdMJccwL42FbG0YxjKfsye9t6GtpbRWrq8t3fGc/TcdtsSRc27Vj0q8kBjrp3nfzlUm6t+mxxx779ttvv27T8uXL+/fv//XXX19//fVxy0qiYJNFq0z37ZZFwSaLNrard9Ke7u1MOQvgZh/ZaZNFQRB0QHxU1CpLoiAKgpMWtVtamXKWs6gsMx3uCRFuoXHhVlnUwDFZpDg4t7PsurIWDgdvtej94GXiu8/ISXEc39mzAsi7YEnKtV0SBJssMgl7jDFCWFWi/qJJ97ie7kQnT54sKCh4+OGHWTv0FJmkeyvpXlJSctttt/3tb3/T7/zMM8/o7Ts44mScuNFUlLRfuFUS8zOYsKssCrlse2VREDKpU0naJACzryIAGGcIa6FBuY6WoIIZvuxUlj07g4mhnlaSH1M8FXFKp+Dazv1sYARY4MwljOvprun222/vHY+STNK9nXT3eDwzZsxYunQpAKxfv37dunV33XVXJ14OUwaJgpBzir7s2RkOqh/8qKHFY08fGAoEOq51XS8MONZeBlA7hxXX051o/fr1jY2N2rhwj5ZJureT7mefffbkyZNZltgxSsXTvfNY9lRI94aGBkVRWGXj8uidRMknUjaGg7dZ5RFDBkw8a7jXw+Pgm5qaQqFQctG4tDqHg0+cdF88c3qJQ1g0/Xz9DlW19dN//dKf/vzXn/70py+88EJcT/f6+vrx48d/8sknFRUVOTk5Pf2uMF3A0XQg3VtaWhLvNqfo6Z50tG+S7nH84GkcvKclloOPKCrGIMuixsF3C+ket6zO0x0DwjG3hIFA0BMM/c///M/pp5+eiKf7okWL7rrrLvIIqxcoXRJWOpDuHo+Hz0/oZZLuHRVNnXTne7p/f0K5+cFYsnTpjdN+Mb083Ul3hBEGNTphvbdjbyAUTtDTfcOGDceOHVu4cCG1rp4ok3Rvl8fj+eqrryZMmLBnz56ioqKZM2c+8MADce1l+qySRiW7UqGwcvODLxm3//HlTT8ZO6BfZvuDBYwBAwvgjKNUynIPS+lhXXbW8Fe/+Pqf3+xOxNN93bp1+/fvJ1+rxsZGURSrq6tfeeWVjm1nV8ok3VuFELJarYcPH7777ruLi4u/+OKLRx555NChQwm+u3yb41REXEU5QCOr3kBEbfSHMaY7vscVwhhjuu9VSzBS7w0DQI7TYlyrNawitz+MMWQ5LFTugXPkDlcTm4P/94GjF5a33ig1BcInPCEAyHZYijJjZ/MgjD1BBWHIsFGsENvL2i1FWbFlQ4ra4AsjjLMdVv6jVYowxgipSlTCsoiCJIgJerq//vrrWsElS5aYY1inpnQm3UVR1K9LOHHiRIzxPffcU1FRoQFiLCkIBcKtpDtrJQIOy85JOirGhDi3yxLFlB1h4ghOrbfeG1IZju9x69V4dLvBrRRhTL6fANDoC2fYZGv0Do2+cERF5EVxjiPm6DrSXaKaefGJc37UyLIHOH7wbRy8/oyaA5EsmyXGWbAlqBAePYJQYTQLElU2GMm0yzG/DfVtV6PBF3JYKIbxERUBBpkGiGEMgDAo0UbSCtY4rLie7qxz77kySXemysvLAeDIkSNxE1Zc8jsOy44xZiQOHUNPYdk5juAYRyHsVAibWy/TiZzCo0uGLW1lsSG58D3OtaqZva8EeHQ9y85/CI4xAgNSbyTsVc7ViE4mlLJI/y5Q2o5bJ0JgCsqFEUI4ZgwLoai5CXxPd71Wrlxp3NjjZJLurdq3b9/VV1+9Z88e/UEkSSorK4tblnDbVlm0MPw/+Sw7h0eXxVY/eCoJbZFE0k8x1isIoC3t5bTSV4Lh1UvOSBKtUuw9nSwKWgfEpmPTNWW1udq7aCsPWtpId6qtM3DJfojHoxtZdivbvNhutYiiSJqknZH+taaMNl924wJCstR+Nah0vjYT026RrIw3UZboJ4W1qTlRf5SVO/qOTNK9lXQfMmRIZWXlz372M5fLVV1dbbVaA4HA4sWLE3luyKG3Uxdrsi4RxyK5n8uaYZMx4CSMkvlnNCDb4Q8pGMBllY1ftEy7xWGVMaZPM+7Ua2VsTJaL7Qev4+AHZjs9oQjCkGmjeFfYZLEw08by2+CXzXFYnFYJYea7IAjAwuQxwkjAavQtoaoi062hi5TmpPvatWsnT54sSZKqqg6HIxKJUFNeDxKrF5OiBAAXd/w4lQUdOlZZGQ6qH/yIIQPOPH1wwN/6zFoQgL/oBm+yUbyy1I5VQqJPfjY93btE6U+6L1q0aNu2bf/6179IN/Djjz8Oh8PTp0+nHqcnku6pe6unG+meiC874eC/3XfYFwgBgM0inz6k6Pxxp/u8LUl7uncN6X779Cn9hfCt55frd6hpaJ679r39J5uoxXu90qUHkQ6k+4YNG5YvX67dtF588cWcBpuke0cdOXXSPTEOfrSKEMYg6zh4cmRFUX2EgwewSKIjAQ4+bqtSoeR1nu4YMIJorAEUte/eEKZPwup20r2xsfHYsWMFBQXXX3/9pk2b7Hb7Lbfc8sADD0iGUWcik3TvqGhnk+58T/cDDXje/clw8F1AumOMEI59Sqia6xJ2mdKZdD958iQArFixYsGCBUuXLv3yyy/vueeeSCTym9/8ppOuRrfLG1IwQAZt4LxXysijh8KKMVsBwB9f3nThmKL8rO5Za1ITpo9hmYtQdJXSmXSPRCIAcNlll61YsYIcoa6ubuXKlY8++iirk6UXwW1Y9LaCsMCIYoBQRMUAdobNcWcIY6iu9/ra0NDh+RkdyJ2HFdQUCGMM2QzSPRUl7Y6v8eg5Dkv/Npbd7WFy8Hv2H500LsoPPpWpSJyykTbYlerOilDsU0LUtx1HTdI9qoj+Nu2CCy54/PHHDx48qPkmsxRRUbDNtd34LJ8fDYTVoKICAMJ0f/RWEpphZ8lxfAc2F94cjJBsBQDBiNroDxcYzPw4BLYWpXJnDf4QGWap94YG5jgpADejVUQc/r7dHZ/G/XOOrOp4dHcgnNnGsgc5HLzH3+7mnIJrO79sREU+4lIvY0pyRxgwpYfVh/OVSbq3aeDAgXa7XT8UqigKAFitTONNTXoe/VSjHFodNCd4YP5GcxzfgU2Nx3zmFUPdGOKwPsSzneqPjlB7Y6lm83yWPWnuXzu0MRDtTC+o3GveXkqLYkjatZ1fFnE/G8S/jzKG1Ye7WCbp3ipJki655BLNCw0APvvss7y8vIEDB8Yta5FE8mfkwrWozIg6LJIkChLDH11oI6FZN0F8LpwVzbTL+r5etsHkM269FkmUZXo00y6TzS4r/S6X32YOf9/qnc9yQGdz8CyW3cLl4LVOnCCAVUrStZ1fVjODp2KlGBAgBIrhT5ev4nq6NzY2XnPNNTk5OcXFxeQxVI+WSbq3ku7V1dXvvvsuGG6v6urqWDCOJkEAO/ujz49KopDNRxbZJHTSskri0H6uem8IA+Q5rU5qruTWy4lm2S1Oi8xZUCsVJe2OH8Wjt73FWS7mMqtDiqP84FMZ4+OUFYDiUt8uRFaqj55LqBvDSsTT/dZbby0sLKyrqzt06NDs2bNnzZpVUlKS9Ll0u0zSvZV0Ly0t/fTTT7dv37569eqamprc3NzS0tK6ujoy/b33yWGRBuU6O+ngspQupLsmKo+e5aL7wZ8+pKh85OCgnzkk30Uid+Zq7ARr7ZYwrqf7iRMnPvzww2PHjtlstuHDh+/YsaMLW98pMkn3JdTdGhsbCV1BUAmjOo90j0uNc6KpeLp3VzQuf89xmk+EdD9VDn74aUXn/+h0fwocfFw/eH5ZVVXJc+1bJ53XL+T9+ZioZz4Hm73zPvjHcy+/evHFF8f1dP/4448XL158zTXXvPbaaw6HY9myZfPmzaPW21OULuBoOpDuej300EMjR45kZSvoTNI9FWrcJN1PKYoQiubgsSxJAODVc/Cq6guEIhHCwUsOu9VmlVMh3RVF4Tu+axgNxhhQLOkeDEV84chrr72WiKe72+2uqqoaPHhwVVXV9u3bp0yZMnr0aBbB2yOULgmr20l3vY4ePbp69Wrj3ateJuneUdHuJd35nu4Hm2DuvbFk6V1z/9+8S8/sCk93DAhhNfqW8JNDxwOKmqCne25ublZWFrlJPPfcc6dPn75582YzYSWqdCbd9Xr66afHjBnDn0toqtcrHFHn3kvxg3967Yfnn9G/MIc5YN9RwghjFVAkatDmoqLCjQeOfrU7IU/3YcOG+Xy+UChks9kAQFX/f3vnHhxVsefx33nNTIYEAiS8AgqGQHgIIu6VxOvFdUt2YRcp8QF4hXUXSkVKFNErEItC/QNLUlcDbq2otdQiFkghoChChVeVj7oWoYBlb90AAVIhIRCBnSSTOXNe3ftHz5zMnOnumUwSSJjzrfljMr/p7l+fSTo9fT79bau3G5DcUqyBkO6xstcmsrOzKyoqJk+ePGzYsCFDhpw5c+bmzZvAIN0fe+yx2Go5pDv5MRXS3VYoFPr000/tL6QpCuPbYFKEMYR0K6SbrKb5WRkW0tlucJqJtERAqyuEMGbBj7qFmlrD11rCBBDt2kabVeP/VPLdLiVxOPj/ranvUOtJPgXGdSb2qdhCsQ+PIEggDBkyJDc31/Z0Rwjt27cv1tP97NmzADBy5MjS0tJ3333XsqxTp04dPHhwxowZHcq8p8kl3Z06ePCgqqqzZ89OvUhSAtu0MACm2r1D1IGXtTGHw7KH9IjXuIVwTsItMH5WmolIFMk4kboIm1ZIJzVLiQ6ckOzQDY6HfbunO82B0/aDZ1HySd3xWdHmsEn2GxiW05cdGDx6WDNYwG6gNYTivY9Z7WIMqmliTP8UbNLdgzEFLsEYI4ziR1hkYdwRT/ft27c/99xzAwcOzMvL27RpE+F4eq9c0t2pb7/9dtq0aR2iGexfXcz4/Wb5l0dK8R3fAYDBCPCJbRTNpqN+8BBjVc5xXmfx6HaU2qP2/S60mh0O6IlDAKdmfhTFOM3TCxJv9ZgPkGsfH5c/mQnR+xtJSmB8Cs70nFkhhOMX3bEV59aQ1NN98ODBlZWVrF70Ormku1NHjhx56KGHkr8vRrbzOgtrVNhwNgDIoiixeUgOF+73yJIoiIJAnQTJouAlWdGa9sqiIgmyKHgVStSnRAhs1u5lDo9OoqweyVFPdyr3nxP1gydd68J2oxapONGXHQBEQSA8emyjCnu5x+uRxZiGJEFgZSUKgleWWXS+DcHTrzOmWLqjjDYcdUn3KOnu8/lUVV23bl1dXd1HH320b9++559//vXXX09xkZJPdSd1F0gPspRFoX/CsYCx4mQlCpQTE2KjHT5EL16sHvE93fv6FD/bD74z7fpkcUhfH8fpIXF8zGFz8KOG5afuGMExjBYEHumOMcYWRvHLeah7FhZ7i1zSvd3T/dVXX927dy8AbNiwYdCgQYsXLw6Hw2vXru3GK+IqQd3nB8/xZacqp4+P6gc/+q7BU8bdrYVD1FJdKHvRPe7FzLaXcUn3COmOEOrbt++aNWvWrFlj1//zzz+Tuy2J4pPu169fRwixSPekLDunbFKGnhPtTLudLJu2LzufdO+MS32KHPzxv146c66uTdUBwKPIRXcP/v2UMaG21ltAuv/rA1NzA4F5w+O2/l1W1Tf/+re6eDwoc9RToIzbTroLgoAxVpT2e20+n49pVpCMdO8MF86PZpqne7dGk9LqN2/eKBzat3DoxDgOvrXZJt1Ny2pTdcM0MW7n4LvK0x0jjBHGzpOf3WO+eoBuO+kuCMILL7zwySefzJo1a8KECSdOnNi1axdxH6XKJd27KtqTSXe+p3tdQPjjqs8coRUL//Hf//m+riTdzbjhKbNP+XJJ9xiVl5c3NTVNnDhRURTDMFauXLlixYpuuRAZr87YDaffaIKne2ekG+YfV1E4+K70gyeL7k57GSuDJ1iup3uMysrKjhw5sn379nHjxp08efLNN9/Mz89/6623OtHjiPi+oJ2tOS2PcyC4I07T6YnA2R6Wox1bLWHjelAHgNwsZUCf5G6uDlkIY8BpuGJRPd07o0Arc9H9zPn6v58asVjAGNp0E2PMAjU4iti6xk+psDvDumXqyaR7XV3dhg0bvvjii/nz5wPA5MmTg8HgG2+8sWzZMseGUqo4PLpNnGcpdIN0PjXO8QtPSthzajatCOlOJc4BwIwejpAYSsrBs8qiGG/1myG9j1dOPJs6JUpeBk9CQY57uoXonu6O4h1ymuf7waMoehvUDVWPEPYD+lCmXWG24ztGGCOErERwNHOnWC7pHlFNTQ1CaPz48fYro0eP1jTt8uXL48aNS1qcM4eKINRsR/Ck1Di/ZmAT9pya2+l8hIEKLWLyD55qkW5XwuPgE8s6CCLqjkIerd5O56dKq9PeL9B3MnLBdgIYxF5J/u31GIQ98oT6Rc7e7EltG5MxK34NK8NnWC7pHtGIESMAoLq62n6FPE/F0x24PLokCh5Z9LIdwfn0dpKauYQ9p+Z2p3nayTcAIEsi9ewpAPApoiwKsiiwrJ9ZZWWxHcr3SCIV7+bQ6kqUC6fmTKXV7YJ2W7E5xIrjyw40ll1h469ej2J3we+JTKuzvRQjbEGI2LrTrzQii+4o7mHFDb9JPd0rKyunTp1aXFx833337dy5k5Vzb5FLukdI96KiohkzZrz88svLly8PBAIFBQWBQGDRokWORbf0pKTrRJ685rSJcK7TPHDpfFEQEu2GUyw7tF9Wm2YijLO9zANcOZQ8P2fOItGIXH+LZiCMc7yscbhjyumTxQqNHJZnd02RxLxsL2fuJglM63wc2fycAI5GldTTPRAIzJ07t7Kyctq0adXV1VOnTr3//vtHjx6dWhd7olzSvZ10nzJlyuHDh/1+P0Lo2rVrmqYtWbKkO69HJkoAyO7cpp802xWAf9hHR5Xt91H94AtHDJo6fqQair8bnl4bCAOChK+E7Z5BST3dL168KMsyuR9VXFw8dOjQ6upqd8BKSQ8++GBtbS3LFW/+/PlktZvo3nvvbW5uJs99Pl9FRUVFRYWjiKqq8+fPt0n38vLy8vLyxJrr6+OsixYsWHDPPfckku6apm3cuHH16tXvvfceACCEJk2atHHjRntZzSGEkK7rly9fpkbcZlsqAAALXElEQVTD4TBCiBVVVZUTDYVC3Rc1TTPtqGEYrGhbWxsnqqoq51qFQiFOlF9zZ6LBYJDTX360tbXVNI0PX5sz5/dj/3K6JhgKA4DHI987evjMhycFW5qTleW1G3OAK0YWcpyaY5pIQ+jQoUNk0lRcXGyHxo4dG7umAQDjx4/Pzs7+4YcfZs6cWVVV1dzczOK/eot6Cjh620n3mpoaVVUfffRR8qMoinPnzt20aRMrYcuywuFwbW0tNUoOYWVFydGYnCjGOO2y3RflZ8WJIoQQQt1RMz9nhFA3XUlS8+XLdYWD/YUzJpH1flEUAOC3a1ft/iKENcMgq06SJHoUWZZE/tVACNlLGRGsIR50DyMURCb595zU093n833++edPPvlkVlZWS0vLZ599lpcXd3xZr1NPGbBuO+luGAbEn/Ocn58fCARu3rxJ9cZSFKVfv34u6d75aO8l3fme7g2t0oI//acj9Pqif/q3WZNTJN0xBgtjhzvDr2qLjnBVVdUHH3yQ1NO9pqZm0aJFP/7445QpUy5dujR9+vQRI0aQZZBeKpd0j6iwsFCSpBMnTthmWGfOnAGA1tbWO/VoQlfdJ90wF/zp08TX/7z1QOn4QYP6pUSuRo8ljBuwpio5R5WWU6l5uh87dqy4uJj8Wx01atTDDz98+PDhXj1guZ7uEeXk5CxYsGD9+vU//fSTqqpffvnlN998AwCx26HTEwYIm1bYTNlLPF5kA2waBXUz4o8eZvij61zXdsx1Ir8tQhi3akZL2GBZwnOkmVZji9rQrAZ1M73WmRcKQ1AzW+OzauZw8OdS9YMnlLsR/xAFQUzZ033ChAmnT5++cOECAFy/fv2XX35xLZI7oJ5MugNARUXFs88+S1bZS0pKysrKVqxYkeL0ikO6q4ZFhgyEgEoAcRhrm+32KRKVYOD4wd9oiwxHN9r0YblZjnfwafWkDH1SLpzvvA4MnBVj0Cwm+R3UIr7sJoMa52R1PcYtPivX2SkOJQ/JfNljWHZsbzYK6ylx8ACgmQhj7KG1S24SOohTC7cjq0k93UtKStavXz979mzDMARBWLx48VNPPcVKrFfIJd3bNWDAgAMHDjQ0NABAQUHB2rVrx4wZ4/OlOnsHxt1r266btWmVw7Lbcyv2uThMP/gYx3eME/6M+bR6O6hNcyLn5wypOa/TB6xoh6jkt9WJK+l0i49/l03JU3cj2FnRfdlpbvH8yWnMFoVIKRbpjhA4JsGOvif1dF+6dOnSpUt52fQquaR7u3bs2FFVVVVQUFBQUGCa5rZt2+yJXlJxePQsRZJEQRKY/uicsookemSR5QgOXC48J4pW9/HIifXzaXXiUq8w/OD5OfOzAi5/z6HVAcDvkcmwyzJ35mRlOz5T56p2u9TdCKIgeGWJ9Sn4o5c3NisuBy9L0XoEAK8sehj9xRgQgInjHhYGzPx6eucr40j3qqqqLVu2fP/995qmvfPOO9XV1c8880xpaanP59uzZ8+hQ4c8Hs+NGzeIe1+X2MtIopA2ssh3QAcukdgvS/F7JAxA3duclFZPm6FPmhhfHAzdK4t52d703Cn6+z19PDLClDPNkrYLXONmKsue7WdOzEcOiwMLRDbpjgAQxo5TJ81b5hHcI5VxpPucOXOuXLlCngcCgc2bN2/evJmQ7iUlJbt27fL5fJIkDRo06OLFi7/++uvjjz/erdekW9XJQacHqqO+7LFi7ZrsEjmSyvbT/eBHDc9/YOKocIh5RKtDCIPjrFvEPPo2I5RZnu6GYQwYMGDZsmXvv/8+eeXpp5+ura09fvw4xnjUqFFPPPHEhx9+SELz5s2rra1NXCAgOnnypKZpBQUF1GhDQwPGmLVxuqGhASFEtlvfyuiVK1dM07zrrrvSiF69elXXdVa0sbFR1/W77767y8s2NjYahsHJStM0Truc6LVr18LhcHpRfs1NTU2qqg4fPuLo8b/95XRNm6oBgEeRJxQOn/WHSaFgi6qqnLK6rpP72rMLJ8gNv0335Ma+4TdkfK41XjPC1OJ3vHrKgJU26Q4AqZPujY2NN27cGDhwYP/+/UnZlStX7t2798KFC+fOnRs7duzRo0cfeeQREtq2bdvChQubm5tj7z/aOn78eFtbm0Q7XA+ipDvriDBCUbPKErY77bLdF+VnxYkStju9svyoaZqCILByJjz6rb9Wjv4ijCHKwcdGEcKaYVqWhQEksZ2Dl2WZwID/UjhBbPjtD0rcgHUdGf+lNTaZGTpgZRbpnpOTYw9VAGCaZmVlJblxee7cOQAgXzaJyPPz589TwXGXdO+q6J1KuvNZ9sY2Zd4b/+EI2X7w5EeMASFkxn8nNHFGfyfMaNJ99erVly5d+vrrr4ENc/GJCleu0pBhWPPe+DTR4vDDLw6Wjh88ODeyYI8ARAAH9YvYCGsmKHM93VetWrVp06bdu3end6J9rCyEWzUTALK9csddzjslAkOyFteJ1xsrJQzp+8EnFccBKv06MYR0EwNkeSQqldqZHpkIc06cNiyMAVPvt6ah5iDh4CmJ/s+5y4/9LvILiQEsDPHuMs4fM02ZSLojhF588cWvvvpq//79tj1Dbm4uADQ3N9tvDgQC9ut8BVRDtxAAmAjn0Q5WINtyZKnD5Ddw6W3dRCHCoyvgS7gFxndtT8qyczzd+VGMQTMtDHRqHMggi0Fh3LPj9DfWH72/33md7R55ZYk6RpN2ZZqxvmGhNp2UxYm4nG6hyK4AWpRQ8oCBSqsDjWXX2NuDmoMhK3ojkNCsDqzBcrGGW6YeQrq/8sore/bsOXLkSOx6zdixYwHg/Pnz9g2ps2fPSpJEXufLho9Ze9yiDHSHyW/g09s2y05rN8ZWnOLanpRljxDYXAQf06Yztr8c28MeWGWBz/3TmHJHtdEa6BwmSS8RfIq5GrR2Y64VLeMkvuyJLDt/c2i7HxYGhMFxjqqVydhoBpLuW7du3bJly4EDBxyry4WFhUVFRXv27LFf2bt37/Tp0/1+f9L8s6OIc7aXfttIYaPq0AlPd68codW9CqU44dRZDuhJWXaF7eneHqWF+dR4NDHmodqc/hKmXBDopLuUQo9kiV65nXDiRBUAvJKoSIIkCj4axMv3Zaey7BwO3qPI9iYBMthZCQ9WWaKPP/44Kytrx44d/Lf1UvWIu4S3jHRXVbWsrGzmzJnBYPDYsWP266WlpR6P5+233168ePHw4cNLSkq+++67/fv3Hz58OJX8/R7Jp4jAniV10zqRKAgcu2FBANZmICI+VsrPmR/lU+OCAEy4myvClPPfkF67ggB9aPvSY6K8vxSOLzvQWPZsP7MXowry7bEcAdmaE/+VkDvBWrJkiWVZY8aM4bynV6tHDFj5+flpkO7Lly9fuHBhh0j3s2fP1tfX19fX7969O/b1xsbGIUOGLFq0KBgMlpeXr127tqioaOfOnTaTlVRddZ6wq0wQyw9+ZEHe3028Jxz1g8eRU77it+YAxgJzzHrppZceeOCB3u6DzNGtA0fvMJ06dUpVVRbLfuXKFYRQetHGxkbLsropapomi4PnR69evWoYBqcsn0fnlCXnfaRXtqmpKRwOs8rya+aXJbQ6n2XvTDSRgx9fWDDr4clqW4thGGTE+YfCidcu1t0jxC1KtIF5XGjZfXB/SUkJ62bUtGnTXnvttdhDEu4YuQNWmqqtrWWdIwBceyw32luiGGORsbbYhVEHBw8AeXl55Oze91es2rL1vx3FEcat2Jgy7XcbNmyYOHEitQl3wHLlylVP1ObNm8vKygBg1qxZ9s2oO3jA6hFrWK5cuUpPCxcuJNBiik6TvV3ugOXKVS+W3+9Phby5Y+R+JXTl6g6RpmkEltZ1XZZlURTXrVvHMobrpXIHLFeuXPUa/T8AQzpjBWs3mgAAAABJRU5ErkJggg==" />
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```r
```r
## Correlation with principal components
pcs <- reducedDim(sce)
fctrs <- get_factors(mofa_trained) %>%
purrr::reduce(rbind)
corrplot::corrplot(cor(pcs, fctrs[rownames(pcs),]))
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<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-chunk-end -->
<!-- rnb-text-begin -->
#### Factor ID plots
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuZm9yIChmIGluIDE6bW9mYV90cmFpbmVkQGRpbWVuc2lvbnMkSyl7XG4gIHByaW50KHBhc3RlMChcXFNhdmluZyBJRCBmb3IgRmFjdG9yIFxcLCBmLCBcXC4uLlxcKSlcbiAgc2F2ZV9mYWN0b3JfaWQobW9mYV90cmFpbmVkLCBmPWYsIGZpZ2RpciA9IGZpZ2RpcikgIFxufVxuXG5gYGBcbmBgYCJ9 -->
```r
```r
for (f in 1:mofa_trained@dimensions$K){
print(paste0(\Saving ID for Factor \, f, \...\))
save_factor_id(mofa_trained, f=f, figdir = figdir)
}
<!-- rnb-source-end -->
<!-- rnb-output-begin 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 -->
[1] ID for Factor 1…
Scale for ‘y’ is already present. Adding another scale for ‘y’, which will replace the existing scale. [1] ID for Factor 2…
[1] ID for Factor 3…
[1] ID for Factor 4…
[1] ID for Factor 5…
[1] ID for Factor 6…
[1] ID for Factor 7…
[1] ID for Factor 8…
[1] ID for Factor 9…
[1] ID for Factor 10…
[1] ID for Factor 11…
[1] ID for Factor 12…
[1] ID for Factor 13…
[1] ID for Factor 14…
[1] ID for Factor 15…
[1] ID for Factor 16…
[1] ID for Factor 17…
[1] ID for Factor 18…
[1] ID for Factor 19…
[1] ID for Factor 20…
<!-- rnb-output-end -->
<!-- rnb-chunk-end -->
<!-- rnb-text-begin -->
<!-- ```{r} -->
<!-- get_top_celltype_per_factor <- function(mofa_trained, f){ -->
<!-- r2_df <- get_variance_explained(mofa_trained, factors = f, as.data.frame = TRUE)[[1]] %>% -->
<!-- filter(factor==paste0('Factor',f)) %>% -->
<!-- mutate(group=factor(group, levels = levels(factor_df$group))) -->
<!-- top_quant_r2 <- quantile(r2_df$value, probs = seq(0, 1, by = 0.2))["80%"] -->
<!-- top_groups <- r2_df$group[r2_df$value >= top_quant_r2] -->
<!-- return(top_groups) -->
<!-- } -->
<!-- plot_factor(mofa_trained, factor=2, groups=get_top_celltype_per_factor(mofa_trained, 2)[3:5], dodge = TRUE, add_boxplot = TRUE, color_by="donor") -->
<!-- plot_factor(mofa_trained, factor=2, groups=get_top_celltype_per_factor(mofa_trained, 2)[3:5], group_by = "organ", dodge = TRUE, add_boxplot = TRUE, color_by="organ") + -->
<!-- ylim(3,8) -->
<!-- ``` -->
<!-- ```{r} -->
<!-- get_factors(mofa_trained, groups=get_top_celltype_per_factor(mofa_trained, 2)[3:5], factor=2, as.data.frame = TRUE) %>% -->
<!-- left_join(mofa_trained@samples_metadata) %>% -->
<!-- ggplot(aes(value, fill=organ)) + -->
<!-- geom_histogram() -->
<!-- # geom_smooth(method="lm") + -->
<!-- ggpubr::stat_cor() -->
<!-- plot_factors_vs_cov(mofa_trained, groups=get_top_celltype_per_factor(mofa_trained, 2)[3:5], covariates = "") -->
<!-- ``` -->
<!-- ```{r} -->
<!-- w <- get_weights(mofa_trained, factors = 'all', as.data.frame = FALSE) -->
<!-- as.data.frame(w$scaled_logcounts) %>% -->
<!-- rownames_to_column("gene") %>% -->
<!-- write_csv("~/MOFA_weights.csv") -->
<!-- ``` -->
#### KNN graph per celltype
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxucGxvdF9jdF9LTk5fZ3JhcGgoa25uLCBjb2xvcl9ieSA9ICdGYWN0b3I1JykgXG5cbmBgYFxuYGBgIn0= -->
```r
```r
plot_ct_KNN_graph(knn, color_by = 'Factor5')
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiVXNpbmcgYHN0cmVzc2AgYXMgZGVmYXVsdCBsYXlvdXRcbiJ9 -->
Using stress as default layout
<!-- rnb-output-end -->
<!-- rnb-plot-begin -->
<img 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" 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" />
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```r
```r
connectivity_test_ls <- lapply(all_groups, function(g) test_conn_group(mofa_trained, g))
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```r
```r
```r
connectivity_test_df %>%
group_by(group) %>%
mutate(mean_val=median(score)) %>%
ungroup() %>%
arrange(-mean_val) %>%
mutate(group=factor(group, levels=unique(group))) %>%
ggplot(aes(organ, log1p(score))) +
geom_col(fill=\grey\) +
geom_col(data=. %>% filter(is_signif), aes(fill=organ)) +
scale_fill_manual(values=org_colors) +
coord_flip() +
facet_grid(group~.) +
theme(strip.text.y = element_text(angle=0))Joining, by = \sample\
Joining, by = \sample\
Joining, by = \sample\
Joining, by = \sample\
Joining, by = \sample\
Joining, by = \sample\
Joining, by = \sample\
Joining, by = \sample\
Joining, by = \sample\
Joining, by = \sample\
Joining, by = \sample\
Joining, by = \sample\Expression of top R2 factors
```r
```r
# BiocManager::install(\MOFAdata\)
library(MOFAdata)
utils::data(reactomeGS)
head(rownames(reactomeGS))
## Remove row with NA
reactomeGS <- reactomeGS[!is.na(rownames(reactomeGS)),]GSEA
# BiocManager::install("MOFAdata")
library(MOFAdata)
utils::data(reactomeGS)
head(rownames(reactomeGS))
## Remove row with NA
reactomeGS <- reactomeGS[!is.na(rownames(reactomeGS)),]library(EnsDb.Hsapiens.v86)
hg.pairs <- readRDS(system.file("exdata", "human_cycle_markers.rds", package="scran"))
all_genes <- ensembldb::genes(EnsDb.Hsapiens.v86)
detach(package:EnsDb.Hsapiens.v86)
detach(package:ensembldb)
# gene_name_2_id <- function(gene){
# return(all_genes[all_genes$gene_name==gene,]$gene_id[1])
# }
#
# gene_ids <- sapply(mofa_trained@features_metadata$feature, gene_name_2_id)
# rowData(sce)["gene_id"] <- gene_ids
# rowData(sce)["gene_name"] <- rownames(sce)
gene_names_reactome <- all_genes[colnames(reactomeGS)]$gene_name
colnames(reactomeGS) <- gene_names_reactomeSubset to genes tested
reactomeGS_universe <- reactomeGS[, colnames(reactomeGS) %in% mofa_trained@features_metadata$feature]# GSEA on positive weights, with default options
res.positive <- run_enrichment(mofa_trained,
view='scaled_logcounts',
# statistical.test = 'cor.adj.parametric',
feature.sets = reactomeGS_universe,
sign = "positive",
)
# GSEA on negative weights, with default options
res.negative <- run_enrichment(mofa_trained,
view='scaled_logcounts',
# statistical.test = 'cor.adj.parametric',
feature.sets = reactomeGS_universe,
sign = "negative"
)
for (f in 1:mofa_trained@dimensions$K){
if (min(res.positive$pval.adj[,paste0("Factor", f)]) < 0.1) {
print(plot_enrichment(res.positive, factor = f, alpha=0.1) + ggtitle("Positive weights") +
plot_enrichment(res.negative, factor = f, alpha=0.1) + ggtitle("Negative weights") +
plot_annotation(title=paste0("Factor", f)))
}
}signif_pathways <- rownames(data.frame(res.negative$pval.adj))[order(data.frame(res.negative$pval.adj)[["Factor8"]])[0:10]]
colnames(reactomeGS_universe)[reactomeGS_universe[signif_pathways[5],]==1]
plot_enrichment_detailed(res.negative, factor = 8)Notes
- Factor2 separates BM from rest
- Factor5: immature VS mature B cell phenotype, separates mature B cells and B1 cells in liver and BM from the others, more mature phenotype (lower expr of VPREB1 and co.)
–> –> –> –> –> –> –> –> –> –> –> –> –> –> –> –> –>
–> –> –> –> –>
–> –> –>
---
title: "Factor Analysis for within-celltype differences on on pan-fetal immune"
output: html_notebook
---

## Env setup

```{r}
# install.packages(renv)
# renv::init()
# renv::install("reticulate")
# renv::use_python()
# 
# py_pkgs <- c(
#     "scanpy",
#     "anndata",
#     "mofapy2"
# )
# 
# reticulate::py_install(py_pkgs)
# 
# BiocManager::install(c("SingleCellExperiment", "scran", "batchelor", "scater"))
# install.packages(c("patchwork"))
```
```{r}
renv::activate()
```


```{r}
suppressPackageStartupMessages({
  library(tidyverse)
  library(MOFA2)
  library(Matrix)
  library(SingleCellExperiment)
  library(scran)
  library(glue)
  library(scater)
  library(patchwork)
  library(batchelor)
  library(rhdf5)
  # library(ggraph)
  }
  )
```

Define plotting utils
```{r}
remove_x_axis <- function(){
  theme(axis.text.x = element_blank(), axis.ticks.x = element_blank(), axis.title.x = element_blank())  
}

remove_y_axis <- function(){
  theme(axis.text.y = element_blank(), axis.ticks.y = element_blank(), axis.title.y = element_blank())  
}

org_colors <- read_csv("~/Pan_fetal_immune/metadata/organ_colors.csv")
org_colors <- setNames(org_colors$color, org_colors$organ)
```

```{r}
figdir <- "~/mount/gdrive/Pan_fetal/Updates_and_presentations/figures/MOFA_analysis/"
if (!dir.exists(figdir)){ dir.create(figdir) }
```

## Load pseudobulked data

```{r}
split = "LYMPHOID"
indir <- glue("/nfs/team205/ed6/data/Fetal_immune/LMM_data/LMM_input_{split}_PBULK/")

matrix <- readMM(file = paste0(indir, "matrix.mtx.gz"))
coldata <- read.csv(file = paste0(indir, "metadata.csv.gz"))  %>%
  column_to_rownames("X")
rowdata <- read.csv(file = paste0(indir, "gene.csv.gz")) 

## Make SingleCellExperiment obj
sce <- SingleCellExperiment(list(logcounts = t(matrix)), colData = coldata)
rownames(sce) <- make.unique(rowdata$GeneName) 
```

```{r, fig.width=15, fig.height=10}
## Plot number of cells per organ/celltype pair
n_cells_heatmap <- data.frame(colData(sce)) %>%
  group_by(anno_lvl_2_final_clean, organ) %>%
  summarise(n_cells=sum(n_cells)) %>%
  ggplot(aes(anno_lvl_2_final_clean, organ)) +
  geom_tile(aes(fill=log10(n_cells))) +
  geom_text(aes(label=n_cells), color="white") +
  scale_fill_viridis_c() +
  theme_classic(base_size = 16) +
  xlab("celltype") +
  theme(axis.text.x = element_blank(), axis.ticks.x = element_blank(), axis.title.x = element_blank())

n_samples_heatmap <- data.frame(colData(sce)) %>%
  group_by(anno_lvl_2_final_clean, organ) %>%
  summarise(n_samples=n()) %>%
  ggplot(aes(anno_lvl_2_final_clean, organ)) +
  geom_tile(aes(fill=n_samples)) +
  geom_text(aes(label=n_samples), color="white") +
  scale_fill_viridis_c(option="cividis") +
  theme_classic(base_size = 16) +
  xlab("celltype") +
  theme(axis.text.x = element_text(angle=90, hjust=1, vjust=0.5))

n_cells_heatmap / n_samples_heatmap
```

## Preprocessing

### Filtering samples

```{r}
## Filter out samples with less than 20 cells
sce <- sce[,sce$n_cells > 20]

# Exclude celltypes present in just one organ
keep_ct <- data.frame(colData(sce)) %>%
  dplyr::select(organ, anno_lvl_2_final_clean) %>%
  distinct() %>%
  group_by(anno_lvl_2_final_clean) %>%
  summarise(n=n()) %>%
  ungroup() %>%
  filter(n > 1) %>%
  pull(anno_lvl_2_final_clean)

sce <- sce[,sce$anno_lvl_2_final_clean %in% keep_ct]

# Filter out celltypes with less than 10 samples
keep_ct <- data.frame(colData(sce)) %>%
  group_by(anno_lvl_2_final_clean) %>%
  summarise(n_samples=n()) %>%
  filter(n_samples >= 10) %>%
  pull(anno_lvl_2_final_clean)

sce <- sce[,sce$anno_lvl_2_final_clean %in% keep_ct]

## Exclude low quality clusters
anno_groups <- jsonlite::fromJSON(txt =  "~/Pan_fetal_immune/metadata/anno_groups.json")
sce <- sce[,!sce$anno_lvl_2_final_clean %in% anno_groups$OTHER]

## Exclude donor F19 (low Q)
sce <- sce[,!sce$donor %in% c('F19')]
```


```{r, fig.width=15, fig.height=10}
## Plot number of cells per organ/celltype pair
n_cells_heatmap <- data.frame(colData(sce)) %>%
  group_by(anno_lvl_2_final_clean, organ) %>%
  summarise(n_cells=sum(n_cells)) %>%
  ggplot(aes(anno_lvl_2_final_clean, organ)) +
  geom_tile(aes(fill=log10(n_cells))) +
  geom_text(aes(label=n_cells), color="white") +
  scale_fill_viridis_c() +
  theme_classic(base_size = 16) +
  xlab("celltype") +
  theme(axis.text.x = element_blank(), axis.ticks.x = element_blank(), axis.title.x = element_blank())

n_samples_heatmap <- data.frame(colData(sce)) %>%
  group_by(anno_lvl_2_final_clean, organ) %>%
  summarise(n_samples=n()) %>%
  ggplot(aes(anno_lvl_2_final_clean, organ)) +
  geom_tile(aes(fill=n_samples)) +
  geom_text(aes(label=n_samples), color="white") +
  scale_fill_viridis_c(option="cividis") +
  theme_classic(base_size = 16) +
  xlab("celltype") +
  theme(axis.text.x = element_text(angle=90, hjust=1, vjust=0.5))

n_cells_heatmap / n_samples_heatmap
```

```{r, fig.width=15, fig.height=10}
organ_order <- c("YS", "LI", "BM", "TH", "SP", "SK","KI","GU", "MLN")
pl <- data.frame(colData(sce)) %>%
  dplyr::group_by(anno_lvl_2_final_clean, organ) %>%
  dplyr::summarise(n_cells=sum(n_cells), n_samples=dplyr::n()) %>%
  dplyr::group_by(anno_lvl_2_final_clean) %>%
  dplyr::mutate(n_organs=dplyr::n(), org_frac=n_cells/sum(n_cells)) %>%
  ## is the ct overrepresented in one organ?
  dplyr::mutate(delta_max_org_frac = max(org_frac)-org_frac) %>% 
  dplyr::mutate(mean_delta_max_org_frac = mean(delta_max_org_frac)) %>% 
  dplyr::ungroup() %>%
  dplyr::arrange(n_organs, -mean_delta_max_org_frac) %>%
  dplyr::mutate(anno_lvl_2_final_clean=factor(anno_lvl_2_final_clean, levels=rev(unique(anno_lvl_2_final_clean)))) %>%
  dplyr::mutate(organ=factor(organ, levels=rev(organ_order))) %>%
  ggplot(aes(anno_lvl_2_final_clean, organ)) +
  geom_point(aes(color=log10(n_cells), size=n_samples)) +
  geom_text(aes(label=n_cells), color="white") +
  scale_size(range=c(7,18), breaks = c(0,1,10,30), name="# samples") +
  scale_fill_viridis_c() +
  scale_color_viridis_c(name="log10(# cells)") +
  theme_classic(base_size = 20) +
  xlab("celltype") +
  theme(axis.text.x = element_text(angle=90, hjust=1, vjust=0.5)) 

## Save order of CTs from widespread to restricted
anno_order <- levels(pl$data$anno_lvl_2_final_clean)

ggsave(paste0(figdir, "ct_organ_distribution.pdf"), pl, width = 15, height = 10)
```

### Technical effect correction 

```{r}
## Feature selection w scran WITHIN CELLTYPE
anno_groups <- split(colnames(sce), sce$anno_lvl_2_final_clean)
all_hvgs <- c()
for (i in anno_groups){
  dec <- modelGeneVar(sce[,i])
  hvgs <- getTopHVGs(dec, n = 1000)
  all_hvgs <- union(all_hvgs, hvgs)
  }

sce <- sce[which(rowSums(logcounts(sce)) > 0),]
sce
```

EDA with PCA
```{r, fig.height=15, fig.width=15}
sce <- runPCA(sce, scale=TRUE, ncomponents=30, 
              exprs_values = "logcounts", subset_row=all_hvgs)
plotPCA(sce, colour_by="donor", ncomponents=6)
plotPCA(sce, colour_by="method", ncomponents=6)
plotPCA(sce, colour_by="organ", ncomponents=10)
```

Minimize obvious technical effects (3GEX/5GEX, donor) using linear regression (following procedure from [OSCA](https://bioconductor.org/books/release/OSCA/integrating-datasets.html#linear-regression))

```{r}
## Regress technical effects
design <- model.matrix(~donor+method,data=colData(sce))
residuals <- regressBatches(sce, assay.type = "logcounts", design = design)
assay(sce, "corrected_logcounts") <- as.matrix(assay(residuals[,colnames(sce)], "corrected"))

## Regress organ (soup effect)
design <- model.matrix(~organ,data=colData(sce)) ## Include organ term to capture soup
residuals <- regressBatches(sce, assay.type = "corrected_logcounts", design = design)
assay(sce, "corrected_logcounts") <- as.matrix(assay(residuals[,colnames(sce)], "corrected"))

```

Check regression has an effect repeating PCA
```{r, fig.height=15, fig.width=15}
sce <- runPCA(sce, scale=TRUE, ncomponents=30, exprs_values = "corrected_logcounts")

plotPCA(sce, colour_by="method", ncomponents=6)
plotPCA(sce, colour_by="donor", ncomponents=6)
plotPCA(sce, colour_by="organ", ncomponents=8)
```

### Feature selection

```{r}
## Feature selection w scran WITHIN CELLTYPE
anno_groups <- split(colnames(sce), sce$anno_lvl_2_final_clean)
all_hvgs <- c()
for (i in anno_groups){
  dec <- modelGeneVar(sce[,i], assay.type = "corrected_logcounts")
  hvgs <- getTopHVGs(dec, n = 1000)
  all_hvgs <- union(all_hvgs, hvgs)
  }
```

<!-- ```{r} -->
<!-- data.frame(colData(sce)) %>% -->
<!--   group_by(anno_lvl_2_final_clean, organ) %>% -->
<!--   summarise(n_samples=n(), n_cells=sum(n_cells)) %>% -->
<!--   ggplot(aes(n_samples, log10(n_cells))) + -->
<!--   geom_point(size=0.8, alpha=0.6) -->
<!-- ``` -->

<!-- ```{r, fig.width=10, fig.height=10} -->
<!-- p <- data.frame(reducedDim(sce)[,1:2]) %>% -->
<!--   mutate(organ=sce$organ, celltype=sce$anno_lvl_2_final_clean) %>% -->
<!--   mutate(color=ifelse(celltype=="MATURE B CELL", "ELP", NA)) %>% -->
<!--   ggplot(aes(PC1, PC2)) + -->
<!--   geom_point(color="grey") + -->
<!--   geom_point(data=. %>% filter(!is.na(color)), aes(color=organ), size=2) + -->
<!--   geom_rug(data=. %>% filter(!is.na(color)), aes(color=organ), alpha=0.5) -->

<!-- p -->
<!-- ``` -->

<!-- ```{r} -->
<!-- library(RColorBrewer) -->
<!-- org_colors <- setNames(brewer.pal(9, "Set1"), unique(sce$organ)) -->
<!-- ``` -->


<!-- ```{r} -->
<!-- sce_matureB <- sce[,sce$anno_lvl_2_final_clean=="MATURE B CELL"] -->
<!-- assay(sce_matureB, "scaled_logcounts") <- t(scale(t(logcounts(sce_matureB)))) -->


<!-- sce_matureB <- runPCA(sce_matureB, scale=FALSE, ncomponents=30, exprs_values = "scaled_logcounts") -->

<!-- data.frame(reducedDim(sce_matureB)[,2:3]) %>% -->
<!--   mutate(organ=sce_matureB$organ, celltype=sce_matureB$anno_lvl_2_final_clean) %>% -->
<!--   mutate(color=ifelse(organ %in% c("TH","BM"), "ELP", NA)) %>% -->
<!--   ggplot(aes(PC2, PC3)) + -->
<!--   geom_point(color="grey") + -->
<!--   geom_point(data=. %>% filter(!is.na(color)), aes(color=organ), size=2) + -->
<!--   geom_rug(data=. %>% filter(!is.na(color)), aes(color=organ), alpha=0.5) + -->
<!--   scale_color_manual(values=org_colors) + -->
<!--   theme_bw(base_size=16) + -->
<!--   ggtitle("MATURE B CELL") -->
<!-- ``` -->
<!-- ```{r} -->
<!-- sce_matureB <- sce[,sce$anno_lvl_2_final_clean=="NK"] -->
<!-- assay(sce_matureB, "scaled_logcounts") <- t(scale(t(logcounts(sce_matureB)))) -->

<!-- sce_matureB <- runPCA(sce_matureB, scale=FALSE, ncomponents=30, exprs_values = "scaled_logcounts") -->

<!-- ## Variance explained -->
<!-- data.frame(reducedDim(sce_matureB)[,1:4]) %>% -->
<!--   mutate(organ=sce_matureB$organ,  -->
<!--          celltype=sce_matureB$anno_lvl_2_final_clean) %>% -->
<!--   mutate(color=ifelse(organ %in% c("GU", "SP"), "ELP", NA)) %>% -->
<!--   ggplot(aes(PC1, PC3)) + -->
<!--   geom_point(color="grey") + -->
<!--   geom_point(data=. %>% filter(!is.na(color)), aes(color=organ), size=2) + -->
<!--   geom_rug(data=. %>% filter(!is.na(color)), aes(color=organ), alpha=0.5) + -->
<!--   scale_color_manual(values=org_colors) + -->
<!--   theme_bw(base_size=16) + -->
<!--   ggtitle("NK CELL") -->
<!-- ``` -->


<!-- ```{r} -->
<!-- data.frame(reducedDim(sce_matureB)[,2:3]) %>% -->
<!--   mutate(organ=sce_matureB$organ, celltype=sce_matureB$anno_lvl_2_final_clean) %>% -->
<!--   mutate(color=ifelse(celltype=="MATURE B CELL", "ELP", NA)) %>% -->
<!--   ggplot(aes(PC2, PC3)) + -->
<!--   geom_point(color="grey") + -->
<!--   geom_point(data=. %>% filter(!is.na(color)), aes(color=organ), size=2) + -->
<!--   geom_rug(data=. %>% filter(!is.na(color)), aes(color=organ), alpha=0.5) + -->
<!--   scale_color_brewer(palette="Spectral") -->
<!-- ``` -->


# FA Model - Normal MOFA / only celltypes as groups

Make MOFA object (Use celltypes as grouping covariate)

```{r}
mofa <- create_mofa_from_SingleCellExperiment(sce[all_hvgs,], assay = "corrected_logcounts", 
                                              groups = "anno_lvl_2_final_clean", extract_metadata = TRUE)

saveRDS(mofa, glue('{indir}LYMPHOID_mofa_obj_organCorrected.RDS'))
mofa_obj <- readRDS(glue('{indir}LYMPHOID_mofa_obj_organCorrected.RDS'))
```

```{r}
object <- mofa_obj
```


Prepare 4 training

```{r}

data_opts <- get_default_data_options(object)
data_opts$use_float32 <- TRUE
data_opts$center_groups <- FALSE
object@data_options <- data_opts

model_opts <- get_default_model_options(object)
model_opts$num_factors <- 30
# model_opts$ard_factors <- FALSE

train_opts <- get_default_training_options(object)
train_opts$seed <- 2020
train_opts$convergence_mode <- "medium" # use "fast" for faster training
train_opts$stochastic <- FALSE

# mefisto_opts <- get_default_mefisto_options(object)
# mefisto_opts$warping <- FALSE
# mefisto_opts$sparseGP <- TRUE

object <- prepare_mofa(
  object = object,
  data_options = data_opts,
  model_options = model_opts,
  training_options = train_opts
) 

object
```

## Train

Wrapped in `run_mofa.R`


```{r}
outfile <- glue('{indir}{split}_mofa_model_oneview_organCorrected.hdf5')
mofa_trained <- run_mofa(object, outfile = outfile)
```

```{r}
### Tweaking the MOFA2 loading function because the quality control complains
load_model <- function(file, sort_factors = TRUE, on_disk = FALSE, load_data = TRUE,
                       remove_outliers = FALSE, remove_inactive_factors = TRUE, verbose = FALSE,
                       load_interpol_Z = FALSE) {

  # Create new MOFAodel object
  object <- new("MOFA")
  object@status <- "trained"
  
  # Set on_disk option
  if (on_disk) { 
    object@on_disk <- TRUE 
  } else { 
      object@on_disk <- FALSE 
  }
  
  # Get groups and data set names from the hdf5 file object
  h5ls.out <- h5ls(file, datasetinfo = FALSE)
  
  ########################
  ## Load training data ##
  ########################

  # Load names
  if ("views" %in% h5ls.out$name) {
    view_names <- as.character( h5read(file, "views")[[1]] )
    group_names <- as.character( h5read(file, "groups")[[1]] )
    feature_names <- h5read(file, "features")[view_names]
    sample_names  <- h5read(file, "samples")[group_names] 
  } else {  # for old models
    feature_names <- h5read(file, "features")
    sample_names  <- h5read(file, "samples")
    view_names <- names(feature_names)
    group_names <- names(sample_names)
    h5ls.out <- h5ls.out[grep("variance_explained", h5ls.out$name, invert = TRUE),]
  }
  if("covariates" %in%  h5ls.out$name){
    covariate_names <- as.character( h5read(file, "covariates")[[1]])
  } else {
    covariate_names <- NULL
  }

  # Load training data (as nested list of matrices)
  data <- list(); intercepts <- list()
  if (load_data && "data"%in%h5ls.out$name) {
    
    object@data_options[["loaded"]] <- TRUE
    if (verbose) message("Loading data...")
    
    for (m in view_names) {
      data[[m]] <- list()
      intercepts[[m]] <- list()
      for (g in group_names) {
        if (on_disk) {
          # as DelayedArrays
          data[[m]][[g]] <- DelayedArray::DelayedArray( HDF5ArraySeed(file, name = sprintf("data/%s/%s", m, g) ) )
        } else {
          # as matrices
          data[[m]][[g]] <- h5read(file, sprintf("data/%s/%s", m, g) )
          tryCatch(intercepts[[m]][[g]] <- as.numeric( h5read(file, sprintf("intercepts/%s/%s", m, g) ) ), error = function(e) { NULL })
        }
        # Replace NaN by NA
        data[[m]][[g]][is.nan(data[[m]][[g]])] <- NA # this realised into memory, TO FIX
      }
    }
    
  # Create empty training data (as nested list of empty matrices, with the correct dimensions)
  } else {
    
    object@data_options[["loaded"]] <- FALSE
    
    for (m in view_names) {
      data[[m]] <- list()
      for (g in group_names) {
        data[[m]][[g]] <- .create_matrix_placeholder(rownames = feature_names[[m]], colnames = sample_names[[g]])
      }
    }
  }

  object@data <- data
  object@intercepts <- intercepts


  # Load metadata if any
  if ("samples_metadata" %in% h5ls.out$name) {
    object@samples_metadata <- bind_rows(lapply(group_names, function(g) as.data.frame(h5read(file, sprintf("samples_metadata/%s", g)))))
  }
  if ("features_metadata" %in% h5ls.out$name) {
    object@features_metadata <- bind_rows(lapply(view_names, function(m) as.data.frame(h5read(file, sprintf("features_metadata/%s", m)))))
  }
  
  # ############################
  # ## Load sample covariates ##
  # ############################
  # 
  # if (any(grepl("cov_samples", h5ls.out$group))){
  #   covariates <- list()
  #   for (g in group_names) {
  #     if (on_disk) {
  #       # as DelayedArrays
  #       covariates[[g]] <- DelayedArray::DelayedArray( HDF5ArraySeed(file, name = sprintf("cov_samples/%s", g) ) )
  #     } else {
  #       # as matrices
  #       covariates[[g]] <- h5read(file, sprintf("cov_samples/%s", g) )
  #     }    
  #   }
  # } else covariates <- NULL
  # object@covariates <- covariates

  # if (any(grepl("cov_samples_transformed", h5ls.out$group))){
  #   covariates_warped <- list()
  #   for (g in group_names) {
  #     if (on_disk) {
  #       # as DelayedArrays
  #       covariates_warped[[g]] <- DelayedArray::DelayedArray( HDF5ArraySeed(file, name = sprintf("cov_samples_transformed/%s", g) ) )
  #     } else {
  #       # as matrices
  #       covariates_warped[[g]] <- h5read(file, sprintf("cov_samples_transformed/%s", g) )
  #     }    
  #   }
  # } else covariates_warped <- NULL
  # object@covariates_warped <- covariates_warped
  
  # #######################
  # ## Load interpolated factor values ##
  # #######################
  # 
  # interpolated_Z <- list()
  # if (isTRUE(load_interpol_Z)) {
  #   
  #   if (isTRUE(verbose)) message("Loading interpolated factor values...")
  #   
  #   for (g in group_names) {
  #     interpolated_Z[[g]] <- list()
  #     if (on_disk) {
  #       # as DelayedArrays
  #       # interpolated_Z[[g]] <- DelayedArray::DelayedArray( HDF5ArraySeed(file, name = sprintf("Z_predictions/%s", g) ) )
  #     } else {
  #       # as matrices
  #       tryCatch( {
  #         interpolated_Z[[g]][["mean"]] <- h5read(file, sprintf("Z_predictions/%s/mean", g) )
  #       }, error = function(x) { print("Predicitions of Z not found, not loading it...") })
  #       tryCatch( {
  #         interpolated_Z[[g]][["variance"]] <- h5read(file, sprintf("Z_predictions/%s/variance", g) )
  #       }, error = function(x) { print("Variance of predictions of Z not found, not loading it...") })
  #       tryCatch( {
  #         interpolated_Z[[g]][["new_values"]] <- h5read(file, "Z_predictions/new_values")
  #       }, error = function(x) { print("New values of Z not found, not loading it...") })
  #     }
  #   }
  # }
  # object@interpolated_Z <- interpolated_Z
  
  #######################
  ## Load expectations ##
  #######################

  expectations <- list()
  node_names <- h5ls.out[h5ls.out$group=="/expectations","name"]

  if (verbose) message(paste0("Loading expectations for ", length(node_names), " nodes..."))

  if ("AlphaW" %in% node_names)
    expectations[["AlphaW"]] <- h5read(file, "expectations/AlphaW")[view_names]
  if ("AlphaZ" %in% node_names)
    expectations[["AlphaZ"]] <- h5read(file, "expectations/AlphaZ")[group_names]
  if ("Sigma" %in% node_names)
    expectations[["Sigma"]] <- h5read(file, "expectations/Sigma")
  if ("Z" %in% node_names)
    expectations[["Z"]] <- h5read(file, "expectations/Z")[group_names]
  if ("W" %in% node_names)
    expectations[["W"]] <- h5read(file, "expectations/W")[view_names]
  if ("ThetaW" %in% node_names)
    expectations[["ThetaW"]] <- h5read(file, "expectations/ThetaW")[view_names]
  if ("ThetaZ" %in% node_names)
    expectations[["ThetaZ"]] <- h5read(file, "expectations/ThetaZ")[group_names]
  # if ("Tau" %in% node_names)
  #   expectations[["Tau"]] <- h5read(file, "expectations/Tau")
  
  object@expectations <- expectations

  
  ########################
  ## Load model options ##
  ########################

  if (verbose) message("Loading model options...")

  tryCatch( {
    object@model_options <- as.list(h5read(file, 'model_options', read.attributes = TRUE))
  }, error = function(x) { print("Model options not found, not loading it...") })

  # Convert True/False strings to logical values
  for (i in names(object@model_options)) {
    if (object@model_options[i] == "False" || object@model_options[i] == "True") {
      object@model_options[i] <- as.logical(object@model_options[i])
    } else {
      object@model_options[i] <- object@model_options[i]
    }
  }

  ##########################################
  ## Load training options and statistics ##
  ##########################################

  if (verbose) message("Loading training options and statistics...")

  # Load training options
  if (length(object@training_options) == 0) {
    tryCatch( {
      object@training_options <- as.list(h5read(file, 'training_opts', read.attributes = TRUE))
    }, error = function(x) { print("Training opts not found, not loading it...") })
  }

  # Load training statistics
  tryCatch( {
    object@training_stats <- h5read(file, 'training_stats', read.attributes = TRUE)
    object@training_stats <- h5read(file, 'training_stats', read.attributes = TRUE)
  }, error = function(x) { print("Training stats not found, not loading it...") })

  #############################
  ## Load covariates options ##
  #############################
  # 
  # if (any(grepl("cov_samples", h5ls.out$group))) { 
  #   if (isTRUE(verbose)) message("Loading covariates options...")
  #   tryCatch( {
  #     object@mefisto_options <- as.list(h5read(file, 'smooth_opts', read.attributes = TRUE))
  #   }, error = function(x) { print("Covariates options not found, not loading it...") })
  #   
  #   # Convert True/False strings to logical values
  #   for (i in names(object@mefisto_options)) {
  #     if (object@mefisto_options[i] == "False" | object@mefisto_options[i] == "True") {
  #       object@mefisto_options[i] <- as.logical(object@mefisto_options[i])
  #     } else {
  #       object@mefisto_options[i] <- object@mefisto_options[i]
  #     }
  #   }
  #   
  # }
  # 
  
    
  #######################################
  ## Load variance explained estimates ##
  #######################################
  
  if ("variance_explained" %in% h5ls.out$name) {
    r2_list <- list(
      r2_total = h5read(file, "variance_explained/r2_total")[group_names],
      r2_per_factor = h5read(file, "variance_explained/r2_per_factor")[group_names]
    )
    object@cache[["variance_explained"]] <- r2_list
  }
  
  # Hack to fix the problems where variance explained values range from 0 to 1 (%)
  if (max(sapply(object@cache$variance_explained$r2_total,max,na.rm=TRUE),na.rm=TRUE)<1) {
    for (m in 1:length(view_names)) {
      for (g in 1:length(group_names)) {
        object@cache$variance_explained$r2_total[[g]][[m]] <- 100 * object@cache$variance_explained$r2_total[[g]][[m]]
        object@cache$variance_explained$r2_per_factor[[g]][,m] <- 100 * object@cache$variance_explained$r2_per_factor[[g]][,m]
      }
    }
  }
  
  ##############################
  ## Specify dimensionalities ##
  ##############################
  
  # Specify dimensionality of the data
  object@dimensions[["M"]] <- length(data)                            # number of views
  object@dimensions[["G"]] <- length(data[[1]])                       # number of groups
  object@dimensions[["N"]] <- sapply(data[[1]], ncol)                 # number of samples (per group)
  object@dimensions[["D"]] <- sapply(data, function(e) nrow(e[[1]]))  # number of features (per view)
  # object@dimensions[["C"]] <- nrow(covariates[[1]])                        # number of covariates
  object@dimensions[["K"]] <- ncol(object@expectations$Z[[1]])        # number of factors
  
  # Assign sample and feature names (slow for large matrices)
  if (verbose) message("Assigning names to the different dimensions...")

  # Create default features names if they are null
  if (is.null(feature_names)) {
    print("Features names not found, generating default: feature1_view1, ..., featureD_viewM")
    feature_names <- lapply(seq_len(object@dimensions[["M"]]),
                            function(m) sprintf("feature%d_view_&d", as.character(seq_len(object@dimensions[["D"]][m])), m))
  } else {
    # Check duplicated features names
    all_names <- unname(unlist(feature_names))
    duplicated_names <- unique(all_names[duplicated(all_names)])
    if (length(duplicated_names)>0) 
      warning("There are duplicated features names across different views. We will add the suffix *_view* only for those features 
            Example: if you have both TP53 in mRNA and mutation data it will be renamed to TP53_mRNA, TP53_mutation")
    for (m in names(feature_names)) {
      tmp <- which(feature_names[[m]] %in% duplicated_names)
      if (length(tmp)>0) feature_names[[m]][tmp] <- paste(feature_names[[m]][tmp], m, sep="_")
    }
  }
  features_names(object) <- feature_names
  
  # Create default samples names if they are null
  if (is.null(sample_names)) {
    print("Samples names not found, generating default: sample1, ..., sampleN")
    sample_names <- lapply(object@dimensions[["N"]], function(n) paste0("sample", as.character(seq_len(n))))
  }
  samples_names(object) <- sample_names

  # Add covariates names
  # if(!is.null(object@covariates)){
  #   # Create default covariates names if they are null
  #   if (is.null(covariate_names)) {
  #     print("Covariate names not found, generating default: covariate1, ..., covariateC")
  #     covariate_names <- paste0("sample", as.character(seq_len(object@dimensions[["C"]])))
  #   }
  #   covariates_names(object) <- covariate_names
  # }
  
  # Set views names
  if (is.null(names(object@data))) {
    print("Views names not found, generating default: view1, ..., viewM")
    view_names <- paste0("view", as.character(seq_len(object@dimensions[["M"]])))
  }
  views_names(object) <- view_names
  
  # Set groups names
  if (is.null(names(object@data[[1]]))) {
    print("Groups names not found, generating default: group1, ..., groupG")
    group_names <- paste0("group", as.character(seq_len(object@dimensions[["G"]])))
  }
  groups_names(object) <- group_names
  
  # Set factors names
  factors_names(object)  <- paste0("Factor", as.character(seq_len(object@dimensions[["K"]])))
  
  ###################
  ## Parse factors ##
  ###################
  
  # Calculate variance explained estimates per factor
  if (is.null(object@cache[["variance_explained"]])) {
    object@cache[["variance_explained"]] <- calculate_variance_explained(object)
  } 
  
  # Remove inactive factors
  if (remove_inactive_factors) {
    r2 <- rowSums(do.call('cbind', lapply(object@cache[["variance_explained"]]$r2_per_factor, rowSums, na.rm=TRUE)))
    var.threshold <- 0.0001
    if (all(r2 < var.threshold)) {
      warning(sprintf("All %s factors were found to explain little or no variance so remove_inactive_factors option has been disabled.", length(r2)))
    } else if (any(r2 < var.threshold)) {
      object <- subset_factors(object, which(r2>=var.threshold))
      message(sprintf("%s factors were found to explain no variance and they were removed for downstream analysis. You can disable this option by setting load_model(..., remove_inactive_factors = FALSE)", sum(r2 < var.threshold)))
    }
  }
  
  # [Done in mofapy2] Sort factors by total variance explained
  if (sort_factors && object@dimensions$K>1) {

    # Sanity checks
    if (verbose) message("Re-ordering factors by their variance explained...")

    # Calculate variance explained per factor across all views
    r2 <- rowSums(sapply(object@cache[["variance_explained"]]$r2_per_factor, function(e) rowSums(e, na.rm = TRUE)))
    order_factors <- c(names(r2)[order(r2, decreasing = TRUE)])

    # re-order factors
    object <- subset_factors(object, order_factors)
  }

  # Mask outliers
  if (remove_outliers) {
    if (verbose) message("Removing outliers...")
    object <- .detect_outliers(object)
  }
  
  # Mask intercepts for non-Gaussian data
  if (any(object@model_options$likelihoods!="gaussian")) {
    for (m in names(which(object@model_options$likelihoods!="gaussian"))) {
      for (g in names(object@intercepts[[m]])) {
        object@intercepts[[m]][[g]] <- NA
      }
    }
  }

  # ######################
  # ## Quality controls ##
  # ######################
  # 
  # if (verbose) message("Doing quality control...")
  # object <- .quality_control(object, verbose = verbose)
  # 
  return(object)
}

mofa_trained <- load_model(outfile)

samples_names(mofa_trained) <- samples_names(object)
samples_metadata(mofa_trained)
rownames(samples_metadata(mofa_trained)) <- samples_metadata(mofa_trained)[["sample"]]


```


### Prune factors

#### Visualize variance explained by factors

```{r}
get_variance_explained(mofa_trained, as.data.frame = TRUE, )[[1]] %>%
  dplyr::mutate(group=factor(group, levels=rev(anno_order))) %>% 
  ggplot(aes(factor,group, fill=value)) +
  geom_tile() +
  scale_fill_viridis_c() +
  theme(axis.text.x = element_text(angle=45, hjust=1))

get_variance_explained(mofa_trained, as.data.frame = TRUE, )[[2]] %>%
  dplyr::mutate(group=factor(group, levels=anno_order)) %>%
  ggplot(aes(group, value)) +
  geom_col() +
  coord_flip() +
  ylab("Var. (%)") +
  theme_classic(base_size=14)
```


#### Identify technical factors

Do factors relate to the number of cells in pseudobulk?
```{r, fig.width=12, fig.height=4}
n_cells <- mofa_trained@samples_metadata[,'n_cells', drop=FALSE]
Z <- get_factors(mofa_trained)
Z <- purrr::reduce(Z, rbind)
barplot(cor(n_cells, Z))
```

Distinguish technical factors by weight sparsity

```{r}
get_weights(mofa_trained, abs=TRUE, scale = FALSE, as.data.frame = TRUE) %>%
  dplyr::group_by(factor) %>%
  dplyr::mutate(value=(value - min(value))/(max(value)- min(value)), rank=rank(value)) %>%
  dplyr::summarise(frac_zeros=sum(value < 0.05)/dplyr::n()) %>%
  ggplot(aes(factor, frac_zeros)) +
  geom_col() +
  coord_flip() +
  geom_hline(yintercept = 0.5, color="red")
```

```{r}
exclude_factors <- get_weights(mofa_trained, abs=TRUE, scale = FALSE, as.data.frame = TRUE) %>%
  dplyr::group_by(factor) %>%
  dplyr::mutate(value=(value - min(value))/(max(value)- min(value)), rank=rank(value)) %>%
  dplyr::summarise(frac_zeros=sum(value < 0.05)/dplyr::n()) %>%
  dplyr::filter(frac_zeros < 0.55) %>%
  dplyr::pull(factor)
```


```{r}
high_r2_groups_df <- get_variance_explained(mofa_trained, as.data.frame = TRUE)[[1]] %>%
  dplyr::filter(!factor %in% exclude_factors) %>%
  dplyr::group_by(group) %>%
  dplyr::mutate(tot_var=sum(value)) %>%
  dplyr::ungroup() %>%
  dplyr::arrange(tot_var) %>%
  dplyr::mutate(group=factor(group, levels = unique(group))) %>%
  dplyr::mutate(value=ifelse(value < 5, NA, value)) %>%
  dplyr::filter(!is.na(value)) 

high_r2_groups_df %>%
  ggplot(aes(factor,group, fill=value)) +
  geom_tile() +
  scale_fill_gradientn(colors=c("gray97","darkblue"), guide="colorbar") +
  theme_classic() +
  theme(axis.text.x = element_text(angle=45, hjust=1)) 
  
```

#### Find factors that separate pseudobulks by tissue

Calculating Adjusted Mutual Information between organ identity and clustering of pseudobulks based on factor values

```{r, fig.width=15, fig.height=6}
calc_organ_AMI <- function(f, g){
  dmat <- dist(get_factors(mofa_trained, factors = f, groups = g)[[1]]) 
  hcl <- hclust(dmat)
  n_organs <- length(unique(samples_metadata(mofa_trained)[rownames(as.matrix(dmat)),'organ']))
  hcl_df <- data.frame(clust=cutree(hcl, k=n_organs)) %>%
    tibble::rownames_to_column("sample") %>%
    dplyr::left_join(samples_metadata(mofa_trained)) 
  organ_AMI <- aricode::AMI(hcl_df$clust, as.numeric(hcl_df$organ))
  return(organ_AMI)
}

samples_metadata(mofa_trained)$organ <- as.factor(samples_metadata(mofa_trained)$organ)
## Calc adjusted mutual info for each factor
AMIs <- sapply(1:nrow(high_r2_groups_df), function(i) calc_organ_AMI(high_r2_groups_df$factor[i], high_r2_groups_df$group[i]))

## Calc adjusted mutual info for all factors that explan > 2% variance 
groups <- as.character(unique(high_r2_groups_df$group))
ct_AMIs <- sapply(groups, function(g) calc_organ_AMI(high_r2_groups_df$factor[high_r2_groups_df$group == g], g))

AMI_pl <- data.frame(ct_AMIs) %>%
  dplyr::arrange(ct_AMIs) %>%
  tibble::rownames_to_column("celltype") %>%
  # dplyr::mutate(celltype=factor(rowname, levels=unique(rowname))) %>%
dplyr::mutate(celltype=factor(celltype, levels=rev(anno_order))) %>%
  ggplot(aes(ct_AMIs, celltype)) +
  geom_col() +
  xlab("Total Organ AMI") +
  theme_classic(base_size = 16)
  
AMI_f_pl <- high_r2_groups_df %>%
  dplyr::mutate(org_AMI=AMIs) %>%
  dplyr::mutate(group=factor(group, levels=levels(AMI_pl$data$celltype))) %>%
  ggplot(aes(factor, group, fill=org_AMI)) +
  geom_tile(color='black') +
  # scale_fill_gradientn(colors=c("gray97","red"), name="Organ Adj. Mutual Info") +
  scale_fill_viridis_c(option='magma') +
  theme_classic(base_size = 16) +
  theme(axis.text.x = element_text(angle=45, hjust=1))   

AMI_f_pl + (AMI_pl + remove_y_axis()) +
  plot_layout(guides="collect", widths = c(8,3))
```

```{r, fig.height=9, fig.width=7}
## Save info on MI
high_r2_groups_df <- high_r2_groups_df %>%
  dplyr::mutate(org_AMI=AMIs) 

## Fix long names for plotting
all_groups <- names(get_data(mofa_trained)[[1]])
group_labeller <- all_groups %>%
  str_replace_all("_", " ") %>%
  {ifelse(nchar(.) > 20, str_replace(., " ", "\n"), .)} %>%
  setNames(all_groups)

AMI_pl_df <- high_r2_groups_df %>%
  dplyr::group_by(group) %>%
  dplyr::mutate(mean_AMI=max(org_AMI)) %>%
  dplyr::ungroup() %>%
  dplyr::arrange(mean_AMI) %>%
  dplyr::mutate(group=group_labeller[as.character(group)]) %>%
  dplyr::mutate(group=factor(group, levels=unique(group))) 

AMI_pl_df %>%
  ggplot(aes(org_AMI, group)) +
  geom_point(aes(fill=value), size=3, shape=21) +
  ggrepel::geom_text_repel(aes(label=str_remove(factor, "Factor")), color="black", force = 0.1, direction = 'x',
                           nudge_y           = 0.4,
    hjust             = 0) +
  xlab("Adj. Mutual Information - Organ ") +
  scale_fill_gradientn(colours = c("white", "red"), name="% var. explained") +
  theme_bw(base_size = 15)


```
```{r, fig.height=8, fig.width=8}
for (fact in as.character(unique(AMI_pl_df$factor))){
  p <- AMI_pl_df %>%
    ggplot(aes(org_AMI, group)) +
    geom_point(fill="grey", size=2, shape=21, color="grey") +
    geom_point(data = . %>% dplyr::filter(factor==fact),
                 aes(fill=value), size=3, shape=21) +
    xlab("Adj. Mutual Information - Organ ") +
    scale_fill_gradientn(colours = c("white", "red"), name="% var. explained") +
    theme_bw(base_size = 15) +
    ggtitle(fact)
  print(p)
  }
```
### Expression of top R2 factors

```{r}
get_top_weight_genes <- function(mofa_trained, f, n_top=20, which="top"){
  w_df <- get_weights(mofa_trained, factors = f, as.data.frame = TRUE) %>%
    dplyr::arrange(value) 
  top_genes <- w_df %>%
      dplyr::top_n(n_top, value) %>%
      dplyr::pull(feature) %>%
      as.character()
  bot_genes <-  w_df %>%
      dplyr::top_n(n_top, -value) %>%
      dplyr::pull(feature) %>%
      as.character()
  if (which=="top") {
    genes <- top_genes
  } else if (which=="bottom"){
    genes <- bot_genes
  } else if (which=="both"){
    genes <- c(top_genes, bot_genes)
  }
  return(genes)
}

plot_data_top_weights <- function(mofa_trained, ct, f, n_top=20, which="top"){
  genes <- get_top_weight_genes(mofa_trained, f, which=which, n_top=n_top)
  data <- get_data(mofa_trained, groups=ct)[[1]][[1]][genes,]
  
  pl_df <- reshape2::melt(data, varnames=c("gene", "sample")) %>%
    dplyr::left_join(samples_metadata(mofa_trained)) %>%
    dplyr::arrange(age) %>%
    dplyr::mutate(sample=factor(sample, levels=unique(sample))) %>%
    dplyr::group_by(gene) %>%
    dplyr::mutate(value=scale(value))
  pl_df %>%
    ggplot(aes(sample, gene, fill=value)) +
    geom_tile() +
    facet_grid(.~organ, space="free", scales="free") +
    scale_fill_gradient2(high="red", low="blue", name="Scaled\nexpression") +
    xlab("----age--->") + ylab(glue("{which} weight genes")) +
    theme_bw(base_size=16) +
    theme(axis.ticks.x = element_blank(), axis.text.x = element_blank()) +
    ggtitle(glue('{ct} - {f}'))
}

for (g in all_groups){
  fs <- get_top_factor_per_celltype(mofa_trained, g, min_R2=5)
  fs <- fs[!fs %in% exclude_factors]
  if (length(fs) > 0){
    top_plots <- lapply(fs, function(x) (plot_data_top_weights(mofa_trained, g, x, which="top") + remove_x_axis()) /  
                          plot_data_top_weights(mofa_trained, g, x, which="bottom") + ggtitle("")
    )
    full_pl <-wrap_plots(top_plots, ncol=1) 
    ggsave(glue("{figdir}/top_factors_expr_{g}.pdf"),plot=full_pl,  width=12, height = 10*length(top_plots))
    }  
}

```


<!-- ```{r} -->
<!-- ## reorder organs -->
<!-- samples_metadata(mofa_trained)$organ <- factor(samples_metadata(mofa_trained)$organ, levels=organ_order) -->
<!-- for (g in all_groups){ -->
<!--   fs <- get_top_factor_per_celltype(mofa_trained, g, min_R2=2) -->
<!--   fs <- fs[!fs %in% exclude_factors] -->
<!--   if (length(fs) > 0){ -->
<!--       pl <- plot_factor(mofa_trained,groups = c(g), color_by="organ", dot_size = 3, factors = fs, -->
<!--             add_boxplot = TRUE, boxplot_alpha = 0.1, -->
<!--             group_by = "organ", scale = ) + -->
<!--     scale_fill_manual(values=org_colors) + -->
<!--     scale_color_manual(values=org_colors) + -->
<!--     ggtitle(g) -->
<!--     print(pl) -->
<!--   } -->
<!--   } -->
<!-- ``` -->

<!-- ```{r, fig.height=15, fig.width=15} -->
<!-- gr_top_factors <- lapply(all_groups, function(g) data.frame(group=g, top_factors=get_top_factor_per_celltype(mofa_trained, g, min_R2=2))) %>% -->
<!--   purrr::reduce(dplyr::bind_rows) %>% -->
<!--   dplyr::filter(!top_factors %in% exclude_factors) -->

<!-- for (f in unique(gr_top_factors$top_factors)){ -->
<!--   gs <- dplyr::filter(gr_top_factors, top_factors==f) %>% dplyr::pull(group) -->
<!--   pl_ls <- lapply(gs, function(g) plot_factor(mofa_trained,groups = c(g), color_by="organ", dot_size = 3, factors = f, -->
<!--             add_boxplot = TRUE, boxplot_alpha = 0.1,  -->
<!--             group_by = 'group', dodge = TRUE) + -->
<!--     scale_fill_manual(values=org_colors) + -->
<!--     scale_color_manual(values=org_colors) + -->
<!--     ggtitle(g)) -->
<!--  print(wrap_plots(pl_ls) + plot_layout(guides="collect") + plot_annotation(title=f))  -->
<!--   } -->
<!-- ``` -->



```{r, fig.width=18, fig.height=7}
minmax_normalize <- function(x, na.rm = TRUE) {
    return((x- min(x)) /(max(x)-min(x)))
}

plot_data_top_weights_clustered <- function(mofa_trained, cts, f, n_top=20, which="top", scale_data=TRUE){
  genes <- get_top_weight_genes(mofa_trained, f, which=which, n_top=n_top)
  
  genes_anno <- data.frame(gene=genes) 
  if (which!="both"){ genes_anno[["weight"]] <- rep(which, n_top) }  else { genes_anno[["weight"]] <- c(rep("top", n_top), rep("bottom", n_top)) }
  
  data_ls <- get_data(mofa_trained, groups=cts)[[1]]
  data <- Reduce(cbind, data_ls)[genes,]
  
  ct_pl_ls <- lapply(cts, function(ct){
    ct_samples <- colnames(mofa_trained@data[[1]][[ct]])
    ct_data <- data[,ct_samples]
    if (scale_data){
      ct_data <- t(apply(ct_data, 1, minmax_normalize))
    }
    cl_heatmap <- pheatmap::pheatmap(ct_data, show_colnames= FALSE, cluster_rows = FALSE, )
    col_order <- cl_heatmap$tree_col$labels[cl_heatmap$tree_col$order]
    
    pl_df <- reshape2::melt(ct_data, varnames=c("gene", "sample")) %>%
        dplyr::left_join(samples_metadata(mofa_trained)) %>%
        dplyr::left_join(genes_anno) %>%
        dplyr::mutate(sample=factor(sample, levels=col_order),
                      weight=factor(weight, levels=c("top", "bottom"))) 
    
    pl_bar <- pl_df %>% 
      ggplot(aes(sample, "organ", fill=organ)) +
      geom_tile() +
      scale_fill_manual(values=org_colors) +
      theme_void() +
      theme(legend.position = "none")
    pl_hm <- pl_df %>%
      ggplot(aes(sample, gene, fill=value)) +
        geom_tile() +
        scale_fill_viridis_c(option="magma", name="Scaled\nexpression") +
        xlab(group_labeller[ct]) +
        facet_grid(weight~., scales="free", space="free") +
        theme_bw(base_size=12) +
        theme(axis.ticks.x = element_blank(), axis.text.x = element_blank())
    (pl_bar / pl_hm) + plot_layout(heights = c(1,10))
    })
  if (length(ct_pl_ls) > 1){
    ## Remove gene names to all except 1st plot
    ct_pl_ls[2:length(ct_pl_ls)] <- lapply(ct_pl_ls[2:length(ct_pl_ls)], function(p) p + remove_y_axis())
    
    ## Remove strip names to all except last plot
    ct_pl_ls[1:(length(ct_pl_ls)-1)] <- lapply(ct_pl_ls[1:(length(ct_pl_ls)-1)], function(p) p + theme(strip.background = element_blank(),strip.text.y = element_blank()))
    wrap_plots(ct_pl_ls) + 
    plot_layout(guides="collect", nrow = 1)
  } else {
    ct_pl_ls[[1]]
  }
}

plot_factor_organ_boxplots <- function(f, cts){
  pl_ls <- lapply(cts, function(g) plot_factor(mofa_trained,groups = c(g), color_by="organ", dot_size = 3, factors = f,
            add_boxplot = TRUE, boxplot_alpha = 0.1, 
            group_by = 'group', dodge = TRUE) +
    scale_fill_manual(values=org_colors) +
    scale_color_manual(values=org_colors) +
    ggtitle(group_labeller[g]) 
    )
 wrap_plots(pl_ls) + 
   plot_layout(guides="collect", nrow=1) + 
   plot_annotation(title=f) 
}

high_r2_groups_df_filt <- high_r2_groups_df %>%
  dplyr::filter(org_AMI > 0.3) %>%
  dplyr::arrange(- org_AMI) 

for (fact in as.character(unique(high_r2_groups_df_filt$factor))){
  fact_cts = as.character(high_r2_groups_df_filt$group[high_r2_groups_df_filt$factor==fact])
  p_top <- plot_factor_organ_boxplots(cts=fact_cts, f=fact)
  p_bottom <- plot_data_top_weights_clustered(mofa_trained, cts=fact_cts, f=fact, which = "both", scale_data = TRUE)
  f_pl <- (p_top / p_bottom) +
    plot_layout(heights = c(1,2.5))
  
  ggsave(glue("{figdir}/{fact}_top_organ_AMI_plot.pdf"), plot=f_pl,  width=5 + (3*length(fact_cts)), height = 9)
}
```


---
---


### Visualize variance explained by factors

```{r}
plot_variance_explained(mofa_trained, x='factor', y='group', split_by = 'view', plot_total = TRUE, max_r2 = 50)[[1]] +
  theme(axis.text.x = element_text(angle=45, hjust=1))

get_variance_explained(mofa_trained, as.data.frame = TRUE)[[2]] %>%
  ggplot(aes(group, value)) +
  geom_col() +
  coord_flip() +
  ylab("Var. (%)") +
  theme_classic(base_size=14)
```

Plot by celltype
```{r, fig.width=10, fig.height=10}
get_variance_explained(mofa_trained, as.data.frame = TRUE)[[1]] %>%
  ggplot(aes(factor, value)) + geom_col() +
  coord_flip() +
  facet_wrap(group~., ncol = 6, scales = "free_x")
```

```{r}
plot_factor_cor(mofa_trained, method = "spearman")
```


```{r}
## Correlation with principal components
pcs <- reducedDim(sce)
fctrs <- get_factors(mofa_trained) %>%
  purrr::reduce(rbind)

corrplot::corrplot(cor(pcs, fctrs[rownames(pcs),]))
```

#### Factor ID plots

```{r, fig.height=10, fig.width=10}
plot_factor_ordered <- function(mofa_trained, f){
  factor_df <- get_factors(mofa_trained, factors = f, as.data.frame = TRUE) %>%
      mutate(organ = sapply(str_split(sample, "_"), function(x) x[2])) %>%
      group_by(group) %>%
      mutate(gr_mean = median(value)) %>%
      ungroup() %>%
      arrange(gr_mean) %>%
      mutate(group=factor(group, levels=unique(group))) 
  
  r2_df <- get_variance_explained(mofa_trained, factors = f, as.data.frame = TRUE)[[1]] %>%
    filter(factor==paste0('Factor',f)) %>%
    mutate(group=factor(group, levels = levels(factor_df$group)))
  
  pl1 <- factor_df %>%
      ggplot(aes(group, value)) +
      geom_boxplot() +
      geom_jitter(aes(color= organ), size=0.7) +
      geom_hline(yintercept = 0, linetype=2) +
      coord_flip() +
      ylab(paste0("Factor ", f)) +
      theme_bw(base_size = 14)
  
  pl2 <- r2_df %>%
    ggplot(aes(group, value)) +
    geom_col() +
    coord_flip() +
    ylab("% variance explained") +
    theme_bw(base_size = 14) +
    remove_y_axis()
  
  pl1 + pl2 + plot_layout(widths=c(2,1), guides="collect") 
}

get_top_celltype_per_factor <- function(mofa_trained, f){
  r2_df <- get_variance_explained(mofa_trained, factors = f, as.data.frame = TRUE)[[1]] %>%
    filter(factor==paste0('Factor',f)) 
    # mutate(group=factor(group, levels = ))
  top_quant_r2 <- quantile(r2_df$value, probs = seq(0, 1, by = 0.2))["80%"]
  top_groups <- r2_df$group[r2_df$value >= top_quant_r2]
  return(top_groups)
}

save_factor_id <- function(mofa_trained, f, figdir){
  ## Order celltypes by factor values
  p1 <- plot_factor_ordered(mofa_trained, f)
  
  ## Plot factor values across organs for celltypes with high variance explained
  p2 <- plot_factor(mofa_trained, factors = f, groups = get_top_celltype_per_factor(mofa_trained, f), group_by = "group", 
              color_by = "organ", 
              dot_size = 2, dodge = TRUE
              )
  
  ## Plot factor weights on genes
  # plot_data_heatmap(mofa_trained, factor = f, nfeatures = 50, text_size = 3, show_colnames=FALSE,
  #                   annotation_samples = c("organ", "time", "method", "donor"))
  p3 <- plot_weights(mofa_trained, factors = f, nfeatures = 30, text_size = 3) +
   scale_y_discrete(expand=c(0.1, 0.1))
  
  full_pl <- (p1 | (p2 / p3)) +
    plot_layout(guides="collect") 
  ggsave(glue("{figdir}/MOFA_{split}_factorID_factor{f}.pdf"), plot=full_pl, width = 15, height = 10)
}

for (f in 1:mofa_trained@dimensions$K){
  print(paste0("Saving ID for Factor ", f, "..."))
  save_factor_id(mofa_trained, f=f, figdir = figdir)  
}

# save_factor_id(mofa_trained, f=1, figdir = figdir)  
# plot_weights(mofa_trained, factors = f, nfeatures = 30, text_size = 3) +
#    scale_y_discrete(expand=c(0.1, 0.1))
```




<!-- ```{r} -->
<!-- get_top_celltype_per_factor <- function(mofa_trained, f){ -->
<!--   r2_df <- get_variance_explained(mofa_trained, factors = f, as.data.frame = TRUE)[[1]] %>% -->
<!--     filter(factor==paste0('Factor',f)) %>% -->
<!--     mutate(group=factor(group, levels = levels(factor_df$group))) -->
<!--   top_quant_r2 <- quantile(r2_df$value, probs = seq(0, 1, by = 0.2))["80%"] -->
<!--   top_groups <- r2_df$group[r2_df$value >= top_quant_r2] -->
<!--   return(top_groups) -->
<!-- } -->

<!-- plot_factor(mofa_trained, factor=2, groups=get_top_celltype_per_factor(mofa_trained, 2)[3:5], dodge = TRUE, add_boxplot = TRUE, color_by="donor") -->
<!-- plot_factor(mofa_trained, factor=2, groups=get_top_celltype_per_factor(mofa_trained, 2)[3:5], group_by = "organ", dodge = TRUE, add_boxplot = TRUE, color_by="organ") + -->
<!--   ylim(3,8) -->
<!-- ``` -->
<!-- ```{r} -->
<!-- get_factors(mofa_trained, groups=get_top_celltype_per_factor(mofa_trained, 2)[3:5], factor=2, as.data.frame = TRUE) %>% -->
<!--   left_join(mofa_trained@samples_metadata) %>% -->
<!--   ggplot(aes(value, fill=organ)) + -->
<!--   geom_histogram() -->
<!--   # geom_smooth(method="lm") + -->
<!--   ggpubr::stat_cor() -->
<!-- plot_factors_vs_cov(mofa_trained, groups=get_top_celltype_per_factor(mofa_trained, 2)[3:5], covariates = "") -->
<!-- ``` -->
<!-- ```{r} -->
<!-- w <- get_weights(mofa_trained, factors = 'all', as.data.frame = FALSE) -->
<!-- as.data.frame(w$scaled_logcounts) %>% -->
<!--   rownames_to_column("gene") %>% -->
<!--   write_csv("~/MOFA_weights.csv") -->
<!-- ``` -->

#### KNN graph per celltype

```{r}
## Get factors that explain most variance in each celltype
get_top_factor_per_celltype <- function(mofa_trained, gr, min_R2=2){
  get_variance_explained(mofa_trained, as.data.frame = TRUE)[[1]] %>%
    filter(group==gr) %>%
    filter(value >= min_R2) %>%
    pull(factor) %>%
    as.character()
}

## Make KNN graph based on similarity of top factors for each celltype
get_ct_KNN_graph <- function(mofa_trained, gr, min_R2=5, k=5){
  ## Get factors that explain most variance per celltype
  fs <- get_top_factor_per_celltype(mofa_trained, gr, min_R2 = min_R2)
  
  ## Exclude factor1 (proliferation)
  fs <- fs[!fs %in% c("Factor1", "Factor2")]
  
  ## Make KNN graph from top factors
  Z <- get_factors(mofa_trained, groups=gr, factors = fs)[[1]]
  knn_ct <- buildKNNGraph(t(Z), k=k)
  
  ## Add attributes
  metadata_ct <- samples_metadata(mofa_trained)[rownames(Z),]
  # covariates
  V(knn_ct)$organ <- metadata_ct$organ
  V(knn_ct)$age <- metadata_ct$age
  V(knn_ct)$n_cells <- metadata_ct$n_cells
  V(knn_ct)$method <- metadata_ct$method
  V(knn_ct)$donor <- metadata_ct$donor
  # top factors
  for (c in colnames(Z)){
   vertex_attr(knn_ct)[[c]] <- Z[,c]  
  }
  
  return(knn_ct)
  }

## Plot KNN graph
plot_ct_KNN_graph <- function(knn, color_by="organ"){
  ## Define color 
  if (!color_by %in% names(vertex_attr(knn))){
    stop("specified color_by variable is not in vertex_attr(knn)")
  }
  
  if (color_by=="organ"){ 
    scale_color_knngraph <- scale_color_manual(values=org_colors)
  } else if (is.numeric(vertex_attr(knn, color_by))){
    scale_color_knngraph <- scale_color_viridis_c(option="magma")  
  } else {
      scale_color_knngraph <- scale_color_discrete()
    }
  
  vertex_attr(knn, "color_by") <- vertex_attr(knn, color_by)
  
  ggraph(knn) +
    geom_edge_link0() +
    geom_node_point(aes(color=color_by, size=n_cells)) +
    theme(panel.background = element_blank()) +
    scale_color_knngraph +
    scale_size(range=c(2,7)) 
  }

get_top_factor_per_celltype(mofa_trained, "NK")

all_groups <- names(get_data(mofa_trained)[[1]])
knn_graph_pl <- lapply(all_groups, function(g){
  knn <- get_ct_KNN_graph(mofa_trained, g, k=5, min_R2 = 2)
  plot_ct_KNN_graph(knn, color_by = 'organ') + ggtitle(g)
  })

knn_graph_pl <- setNames(knn_graph_pl, all_groups)
knn <- get_ct_KNN_graph(mofa_trained, 'B1', k=5, min_R2 = 1)
plot_ct_KNN_graph(knn, color_by = 'Factor5') 
```

```{r}
plot_factor(mofa_trained,groups = 'MATURE_B', factors = c(5), group_by ='organ', color_by = "age")
```


```{r}
## Score connectivity between samples from the same organ
.calc_connectivity_score <- function(knn, o){
  adj <- get.adjacency(knn)
  n_org <- sum(V(knn)$organ==o)
  n_other <- sum(V(knn)$organ!=o)
  within_edges <- sum(adj[V(knn)$organ==o,V(knn)$organ==o])
  between_edges <- sum(adj[V(knn)$organ==o,V(knn)$organ!=o])
  score <- (within_edges/between_edges)*(n_other/n_org)
  return(score)
  }

## Calculate connectivity score for permutations of node labels
conn_score_test <- function(knn, o, n_perm=1000){
  real_score <- .calc_connectivity_score(knn, o)
  ## Random permutations
  rand_scores <- c()
  for (i in 1:n_perm){
    rand_knn <- knn
    V(rand_knn)$organ <- sample(V(knn)$organ)
    rand_scores <- c(rand_scores, .calc_connectivity_score(rand_knn, o))   
  }
  
  p_val <- sum(c(rand_scores, real_score) >= real_score)/(n_perm + 1)
  if (p_val < 2e-16){ p_val <- 2e-16}
  return(c('score'=real_score,'p_value'=p_val))
}

## Calculate connectivity score + significance with permutation test
test_conn_group <- function(mofa_trained, g, k=5, min_R2 = 2, n_perm=1000){
  knn <- get_ct_KNN_graph(mofa_trained, g, k=k, min_R2 = min_R2)
  test_orgs <- names(table(V(knn)$organ))[table(V(knn)$organ) > 2]
  return(sapply(test_orgs, function(o) conn_score_test(knn, o, n_perm=n_perm)))
  }

connectivity_test_ls <- lapply(all_groups, function(g) test_conn_group(mofa_trained, g))
connectivity_test_ls <- setNames(connectivity_test_ls, all_groups)

connectivity_test_df <- imap(connectivity_test_ls, ~ data.frame(t(.x)) %>% rownames_to_column("organ") %>% mutate(group=.y)) %>%
  purrr::reduce(bind_rows) %>%
  mutate(is_signif = ifelse(p_value < 0.01, TRUE, FALSE)) 

connectivity_test_df %>%
  ggplot(aes(organ, group,fill=log10(score))) +
  geom_tile() +
  scale_fill_distiller(palette="Reds", direction = 1) +
  geom_text(data=. %>% filter(is_signif), label="*", size=5)

```
```{r, fig.height=10, fig.width=10}
connectivity_test_df %>%
  group_by(group) %>%
  mutate(mean_val=median(score)) %>%
  ungroup() %>%
  arrange(-mean_val) %>%
  mutate(group=factor(group, levels=unique(group))) %>%
  ggplot(aes(organ, log1p(score))) +
  geom_col(fill="grey") +
  geom_col(data=. %>% filter(is_signif), aes(fill=organ)) +
  scale_fill_manual(values=org_colors)  +
  coord_flip() +
  facet_grid(group~.) +
  theme(strip.text.y = element_text(angle=0))
```

#### Expression of top R2 factors

```{r}
get_top_weight_genes <- function(mofa_trained, f, n_top=20, which="top"){
  w_df <- get_weights(mofa_trained, factors = f, as.data.frame = TRUE) %>%
    arrange(value) 
  if (which=="top") {
    w_df %>%
      top_n(n_top, value) %>%
      pull(feature) %>%
      as.character()
  } else if (which=="bottom"){
    w_df %>%
      top_n(n_top, -value) %>%
      pull(feature) %>%
      as.character()
    }
}

plot_data_top_weights <- function(mofa_trained, ct, f, n_top=20, which="top"){
  genes <- get_top_weight_genes(mofa_trained, f, which=which, n_top=n_top)
  data <- get_data(mofa_trained, groups=ct)[[1]][[1]][genes,]
  
  pl_df <- reshape2::melt(data, varnames=c("gene", "sample")) %>%
    left_join(samples_metadata(mofa_trained)) %>%
    arrange(age) %>%
    mutate(sample=factor(sample, levels=unique(sample))) %>%
    group_by(gene) %>%
    mutate(value=scale(value))
  pl_df %>%
    ggplot(aes(sample, gene, fill=value)) +
    geom_tile() +
    facet_grid(.~organ, space="free", scales="free") +
    scale_fill_gradient2(high="red", low="blue", name="Scaled\nexpression") +
    xlab("----age--->") + ylab(glue("{which} weight genes")) +
    theme_bw(base_size=16) +
    theme(axis.ticks.x = element_blank(), axis.text.x = element_blank()) +
    ggtitle(glue('{ct} - {f}'))
}

for (g in all_groups){
  fs <- get_top_factor_per_celltype(mofa_trained, g, min_R2=3)
  top_plots <- lapply(fs, function(x) (plot_data_top_weights(mofa_trained, g, x, which="top") + remove_x_axis()) /  
                        plot_data_top_weights(mofa_trained, g, x, which="bottom") + ggtitle("")
  )
  full_pl <-wrap_plots(top_plots, ncol=1) 
  ggsave(glue("{figdir}/top_factors_expr_{g}.pdf"),plot=full_pl,  width=12, height = 7*length(top_plots))
}

```
```{r, fig.height=12, fig.width=8}
plot_data_heatmap(mofa_trained, factor = 5, groups = "MATURE_B", scale="row", annotation_samples = c("organ", "age"), features = 50)
plot_data_heatmap(mofa_trained, factor = 5, groups = "B1", scale="row", annotation_samples = c("organ", "age"), features = 50)
```


### GSEA
```{r}
# BiocManager::install("MOFAdata")
library(MOFAdata)
utils::data(reactomeGS)
head(rownames(reactomeGS))

## Remove row with NA
reactomeGS <- reactomeGS[!is.na(rownames(reactomeGS)),]
```

```{r}
library(EnsDb.Hsapiens.v86)
hg.pairs <- readRDS(system.file("exdata", "human_cycle_markers.rds", package="scran"))
all_genes <- ensembldb::genes(EnsDb.Hsapiens.v86)
detach(package:EnsDb.Hsapiens.v86)
detach(package:ensembldb)

# gene_name_2_id <- function(gene){
#    return(all_genes[all_genes$gene_name==gene,]$gene_id[1])
# }
# 
# gene_ids <- sapply(mofa_trained@features_metadata$feature, gene_name_2_id)
# rowData(sce)["gene_id"] <- gene_ids
# rowData(sce)["gene_name"] <- rownames(sce)

gene_names_reactome <- all_genes[colnames(reactomeGS)]$gene_name
colnames(reactomeGS) <- gene_names_reactome
```

Subset to genes tested
```{r}
reactomeGS_universe <- reactomeGS[, colnames(reactomeGS) %in% mofa_trained@features_metadata$feature]
```


```{r, fig.width=15, fig.height=7}
# GSEA on positive weights, with default options
res.positive <- run_enrichment(mofa_trained,
  view='scaled_logcounts',
  # statistical.test = 'cor.adj.parametric',
  feature.sets = reactomeGS_universe, 
  sign = "positive",
)

# GSEA on negative weights, with default options
res.negative <- run_enrichment(mofa_trained, 
  view='scaled_logcounts',
  # statistical.test = 'cor.adj.parametric',
  feature.sets = reactomeGS_universe, 
  sign = "negative"
)


for (f in 1:mofa_trained@dimensions$K){
  if (min(res.positive$pval.adj[,paste0("Factor", f)]) < 0.1) {
    print(plot_enrichment(res.positive, factor = f, alpha=0.1) + ggtitle("Positive weights") +
            plot_enrichment(res.negative, factor = f, alpha=0.1) + ggtitle("Negative weights") +
              plot_annotation(title=paste0("Factor", f)))
      }
  }
```

```{r}
signif_pathways <- rownames(data.frame(res.negative$pval.adj))[order(data.frame(res.negative$pval.adj)[["Factor8"]])[0:10]]
colnames(reactomeGS_universe)[reactomeGS_universe[signif_pathways[5],]==1]
plot_enrichment_detailed(res.negative, factor = 8)
```

---

## Notes

- Factor2 separates BM from rest
- Factor5: immature VS mature B cell phenotype, separates mature B cells and B1 cells in liver and BM from the others, more mature phenotype (lower expr of VPREB1 and co.)


---
<!-- ### Factor annotation  -->
<!-- So far -->

<!-- #### Factor 1 -->
<!-- Cell cycle / proliferation signature -->

<!-- #### Factor 2 -->
<!-- Explains variation in late B cell stages, possibly difference between BM and other organs? -->

<!-- #### Factor 3 -->
<!-- Thymus specific T cell signature, especially in immature T cells. Interestingly, difference also in B1 cells, could be signalling from thymic microenvironment? -->

<!-- #### Factor 4 -->
<!-- Variation within progenitors, and lots of variance explained in B1 cells too! Stemness markers such as CD34, HOPX... Explains lots of variance in Tregs (7.67%) -->

<!-- #### Factor 5 -->
<!-- ILC specific -->

<!-- #### Factor 7 -->
<!-- Could be signature of spleen specific progenitors, or spleen soup -->

<!-- #### Factor 8 -->
<!-- More cell cycle/proliferation, but lower in thymus samples, TH samples express proteasome -->

<!-- #### Factor 10 -->
<!-- mature VS pro B cells -->

<!-- ```{r} -->
<!-- get_factors(mofa_trained, factors = 7, as.data.frame = TRUE) %>% -->
<!--   left_join(mofa_trained@samples_metadata) %>% -->
<!--   ggplot(aes(value, fill=organ)) + -->
<!--   geom_histogram() -->
<!-- ``` -->
<!-- ```{r} -->
<!-- library(pROC) -->

<!-- get_organ_auc <- function(mofa_trained, f, o, groups){ -->
<!--     df <- get_factors(mofa_trained, factors = f, as.data.frame = TRUE, groups = groups) %>% -->
<!--     left_join(mofa_trained@samples_metadata) -->

<!--   cat <- as.numeric(df$organ==o) -->
<!--   pred <- df$value -->
<!--   if (sum(cat) > 0) { -->
<!--     roc_obj <- roc(cat, pred) -->
<!--     auc <- auc(roc_obj) -->
<!--     return(as.vector(auc)) -->
<!--     } -->
<!-- } -->

<!-- top_gr_df <- lapply(1:19, function(f) data.frame(top_group=get_top_celltype_per_factor(mofa_trained, f), factor=f)) %>% -->
<!--   purrr::reduce(bind_rows)  -->

<!-- org = "BM" -->
<!-- AUC_org <- sapply(1:nrow(top_gr_df), function(i){ -->
<!--   get_organ_auc(mofa_trained,  -->
<!--                 o=org, -->
<!--                 f=top_gr_df$factor[i],  -->
<!--                 groups = top_gr_df$top_group[i])} -->
<!--   ) -->
<!-- AUC_org[sapply(AUC_org, is.null)] <- NA -->
<!-- top_gr_df[["AUC_org"]] <- unlist(AUC_org) -->

<!-- ggplot(top_gr_df, aes(factor, fill=AUC_org, top_group))  + -->
<!--   geom_tile() + -->
<!--   geom_text(aes(label=round(AUC_org, 2))) + -->
<!--   scale_fill_viridis_c() -->

<!-- ``` -->

<!-- --- -->

<!-- ```{r} -->
<!-- library(EnsDb.Hsapiens.v86) -->
<!-- hg.pairs <- readRDS(system.file("exdata", "human_cycle_markers.rds", package="scran")) -->
<!-- all_genes <- ensembldb::genes(EnsDb.Hsapiens.v86) -->

<!-- gene_name_2_id <- function(gene){ -->
<!--    return(all_genes[all_genes$gene_name==gene,]$gene_id[1]) -->
<!-- } -->

<!-- gene_ids <- sapply(rownames(sce), gene_name_2_id) -->
<!-- rowData(sce)["gene_id"] <- gene_ids -->
<!-- rowData(sce)["gene_name"] <- rownames(sce) -->

<!-- rownames(sce) <- rowData(sce)[["gene_id"]] -->

<!-- assignments <- cyclone(sce, hg.pairs, assay.type="logcounts") -->

<!-- ## Add "phase" assignments to mofa -->
<!-- sce$cellcycle_phase <- assignments$phases -->
<!-- samples_metadata(mofa_trained)  <- samples_metadata(mofa_trained) %>% -->
<!--   mutate(cellcycle_phase=sce[,match(samples_metadata(mofa_trained)$sample, colnames(sce))]$cellcycle_phase) -->
<!-- ``` -->

<!-- ```{r} -->
<!-- plot_factors(mofa_trained, factors = 1, color_by = "cellcycle_phase") -->
<!-- ``` -->


<!-- <!-- ```{r, fig.width=15, fig.height=5} --> -->
<!-- <!-- get_factors(mofa_trained, factors = 3, as.data.frame = TRUE) %>% --> -->
<!-- <!--   mutate(organ = sapply(str_split(sample, "-"), function(x) x[length(x)-3])) %>% --> -->
<!-- <!--   group_by(group) %>% --> -->
<!-- <!--   mutate(gr_mean = median(value)) %>% --> -->
<!-- <!--   ungroup() %>% --> -->
<!-- <!--   arrange(gr_mean) %>% --> -->
<!-- <!--   mutate(group=factor(group, levels=unique(group))) %>% --> -->
<!-- <!--   ggplot(aes(organ, value, color=organ)) + --> -->
<!-- <!--   geom_boxplot() + --> -->
<!-- <!--   geom_jitter() + --> -->
<!-- <!--   # geom_hline(yintercept = 0, linetype=2) + --> -->
<!-- <!--   coord_flip() + --> -->
<!-- <!--   facet_wrap(.~group, scales = "free_x") --> -->
<!-- <!--             group_by = "group",  dot_size = 0.8, add_boxplot = TRUE, dodge = TRUE) + --> -->
<!-- <!--   coord_flip() --> -->
<!-- <!-- ``` --> -->


<!-- ## Go by celltype instead of factor -->

<!-- ### DC1 -->
<!-- ```{r} -->
<!-- get_variance_explained(mofa_trained, as.data.frame = TRUE)[[1]] %>% -->
<!--   filter(group=="DC1") %>% -->
<!--   ggplot(aes(factor, value)) + geom_col() + -->
<!--   coord_flip() + -->
<!--   facet_wrap(group~., ncol = 6, scales = "free_x") -->
<!-- ``` -->
<!-- ```{r} -->
<!-- plot_factors(mofa_trained, factors = c(2,4), color_by = "organ", groups = "DC1") -->
<!-- ``` -->

<!-- ```{r, fig.width=12, fig.height=4} -->
<!-- plot_factor(mofa_trained, factors = c(4), color_by = "organ", group_by = "organ", groups = "DC1") -->
<!-- plot_factor(mofa_trained, factors = 4, group_by = "group", color_by = "organ", dot_size = 0.8, add_boxplot = TRUE, dodge = TRUE) -->
<!-- ``` -->
<!-- ```{r} -->
<!-- plot_weights(mofa_trained, factors = 4, nfeatures = 30) -->
<!-- ``` -->
<!-- ```{r} -->
<!-- plot_data_scatter(mofa_trained, factor = 4, groups="DC1", color="organ", features="HLA-DRA") -->
<!-- ``` -->

<!-- ## Explore by factor -->
<!-- ```{r} -->
<!-- plot_factor(mofa_trained, factor = 3) -->
<!-- plot_weights(mofa_trained, factor = 3, nfeatures = 20) -->
<!-- ``` -->


<!-- ## Find factors that discriminate between organs -->


<!-- ```{r} -->
<!-- get_organ_AUC <- function(mofa_trained, f, gr){ -->
<!--   f_df <- get_factors(mofa_trained, factors = f, groups = gr, as.data.frame = TRUE) %>% -->
<!--     # group_by(group) %>% -->
<!--     # mutate(value=scale(value)) %>% -->
<!--     # ungroup() %>% -->
<!--     mutate(organ = sapply(str_split(sample, "-"), function(x) x[length(x)-3]))  -->
<!--   organs <- unique(f_df$organ) -->
<!--   suppressWarnings(suppressMessages({org_auc <- sapply(organs, function(org) roc(as.numeric(f_df$organ==org), f_df$value)$auc)})) -->
<!--   all_organs <- as.character(unique(mofa_trained@samples_metadata$organ)) -->
<!--   org_auc <- setNames(org_auc[all_organs], all_organs) -->
<!--   return(org_auc) -->
<!-- } -->

<!-- all_organs <- as.character(unique(mofa_trained@samples_metadata$organ)) -->
<!-- all_groups <- as.character(unique(mofa_trained@samples_metadata$group)) -->

<!-- ## Mask if too little samples -->
<!-- n_samples_mat <- samples_metadata(mofa_trained) %>% -->
<!--   group_by(organ, group) %>% -->
<!--   summarise(n_samples=n()) %>% -->
<!--   pivot_wider(id_cols=c(group), names_from="organ", values_from="n_samples", values_fill=0) %>% -->
<!--   column_to_rownames("group") %>% -->
<!--   as.matrix() -->

<!-- mask_pairs <- t(n_samples_mat < 3) -->

<!-- AUC_mat <- sapply(all_groups, function(g) get_organ_AUC(mofa_trained, f=10, gr=g)) -->
<!-- AUC_mat[mask_pairs[rownames(AUC_mat), colnames(AUC_mat)]] <- NA -->

<!-- AUC_thresh = 0.8 -->
<!-- reshape2::melt(AUC_mat, varnames=c("organ", "group"), value.name="AUC") %>% -->
<!--   ggplot(aes(organ, group)) + -->
<!--   geom_point(aes(size=AUC, color=AUC)) + -->
<!--   geom_point(data=. %>% filter(AUC > AUC_thresh), shape=8, size=2,color="white") + -->
<!--   scale_size(limits = c(0.5,1)) + -->
<!--   scale_color_gradientn(colours = RColorBrewer::brewer.pal(5, "Reds")) -->
<!-- ``` -->


<!-- ```{r, fig.width=15, fig.height=4} -->
<!-- library(patchwork) -->
<!-- plot_factor(mofa_trained, factors = 5, group_by = "group", color_by = "organ", dodge = TRUE, add_boxplot = TRUE)  -->

<!--   plot_layout(guides="collect") -->

<!-- ``` -->
<!-- ```{r} -->
<!-- plot_weights(mofa_trained, factors = 5, nfeatures = 30) -->
<!-- ``` -->
<!-- ```{r} -->
<!-- plot_data_heatmap(mofa_trained, factor = 5, show_colnames=FALSE) -->
<!-- ``` -->



<!-- # Model 3 -  MEFISTO  -->

<!-- Add time as covariate to run MEFISTO -->

<!-- ```{r} -->
<!-- ## Vector for time assignment -->
<!-- times <- distinct(data.frame(age=sce$age, new_sample)) %>% -->
<!--   column_to_rownames('new_sample') %>% -->
<!--   .[sample_names_unique,] -->

<!-- samples_metadata(mofa)[["time"]] <- times -->

<!-- mofa <- set_covariates(mofa, covariates = "time") -->
<!-- mofa -->
<!-- ``` -->
<!-- ```{r, fig.height=15, fig.width=10} -->
<!-- gg_input <- plot_data_overview(mofa, -->
<!--                                show_covariate = TRUE, -->
<!--                                show_dimensions = TRUE)  -->
<!-- gg_input -->
<!-- ``` -->

<!-- <!-- Keep groups that span multiple views --> -->
<!-- <!-- ```{r} --> -->
<!-- <!-- gr_samples <- split(samples_metadata(mofa)$sample, samples_metadata(mofa)$group) --> -->
<!-- <!-- all(is.na(data$BM[,gr_samples$Basophil])) --> -->
<!-- <!-- lapply(unique(samples_metadata(mofa)[["group"]]), function(x) data$BM[]) --> -->


<!-- <!-- mofa@data --> -->
<!-- <!-- subse(mofa)[,samples_metadata(mofa)[["group"]] == "Basophil"] --> -->
<!-- <!-- ``` --> -->

<!-- Prepare 4 training -->

<!-- ```{r} -->
<!-- data_opts <- get_default_data_options(mofa) -->

<!-- model_opts <- get_default_model_options(mofa) -->
<!-- model_opts$num_factors <- 10 -->

<!-- train_opts <- get_default_training_options(mofa) -->
<!-- train_opts$seed <- 2020 -->
<!-- train_opts$convergence_mode <- "fast" # use "fast" for faster training -->

<!-- mefisto_opts <- get_default_mefisto_options(mofa) -->
<!-- mefisto_opts$warping <- FALSE -->
<!-- # mefisto_opts$sparseGP <- TRUE -->

<!-- mofa <- prepare_mofa( -->
<!--   object = mofa, -->
<!--   data_options = data_opts, -->
<!--   model_options = model_opts, -->
<!--   training_options = train_opts, -->
<!--   mefisto_options = mefisto_opts -->
<!-- )  -->
<!-- ``` -->

<!-- ## Train -->

<!-- ```{r} -->
<!-- outfile <- "/nfs/team205/ed6/data/Fetal_immune/myeloid_mefisto_model.hdf5" -->
<!-- mofa_trained <- run_mofa(mofa, outfile = outfile) -->
<!-- ``` -->

<!-- ## Load trained model -->
<!-- ```{r} -->
<!-- mofa_trained <- load_model(outfile, load_interpol_Z = TRUE) -->
<!-- ``` -->

